{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "55895907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "79da0f9c77544dc2b7723b67f2297848",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_16852\\3283491132.py:40: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  df_topN = df.groupby('截止日期', group_keys=False).apply(lambda x: x.nlargest(TOP_N_HOLDERS, '持股数量'))\n"
     ]
    },
    {
     "data": {
      "image/png": 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9fYSEhGilP378GMHBwXB3d5fKzBnJ9Mcff+DmzZsYP348gOyRXZs3b9Z6Fff7779Heno6nj9/juHDh2vV7dGjRxg/fjxmzpwJZ2dnANkjsv78889CfZZF+Vm8nLdKlSqwtraWFterWrUq4uPjYWhoKK3pMHz4cDx48EDal8lk0NXVxc8//6z1WfTu3Rs3b97EzZs3AQB2dnaYOnUqdu3aJeVr1KgRYmJikJaWJn2nnj9/Dh8fHwwaNAi7du1Co0aNYGxsjIiICAwcOBBbtmwBkD3qCcgeLZYzJ3HOiKG+ffvCzMwM5ubmcHBwQJ06dQrcatSoATMzswJfH8/LjRs30KFDhzyP6enpwcjICLq6upDJZJDL5TAwMJBG48XGxiI0NBQdOnTAwYMHpbmpExISpDIePHgAT09PjBo1CqGhoVpbWloakpOTc6WHhIRoLfydw8PDA2fPnsXZs2cxcuRIKV38/+J+e/bswdmzZ1/5PevQoQNu3LhRpM+JiIiIyib2OdjnYJ+jfPc5qlSpgi+++AL79u3DqlWrpOm5crYrV65g3rx50tsYhoaGaNGiRa5yNBoNlEolVq5cCbVaDX9/f1hZWUEIIW0jR47EJ598gszMTKSkpMDKyirPOhkZGaFZs2YICgoqUjup/OFUVERElKfnz5/DzMwsV3qlSpUQExMjvQ77cp6c4/mVUZjjGRkZSEhIeGUdgLynq3kdBgYG6NKlC/r06QMAuHnzJnx8fKCrqwt9fX3pldic13dfntO0oHq8qp1VqlSBpaVlrvOEEPj777+RlpaGCxcuYMiQIQW2Ia9XtIHsm+EffvgB/v7+ueo5ffp0dO7cWdq/ceMG+vXrBxMTE3z66afSfL6ZmZnIysrSmt83PT0d+vr6Wp1AIPtVaCC7s5KZmZlnnSIiIgBkv/Ze0FoJCxYswOPHjxEVFQU9PT2tV4137NiBZcuW4cqVK0hLS9OaJim/zyIkJASDBg3Kdc1q1aph48aNALI7DVeuXMHp06dhbm4Oa2trtG7dGnPmzIG/vz8mTJgAKysrXL16FS1atEBUVFSueYtzXns+evQobt26lW/7XjRlypR85xXOT1RUVL439C9LSUnBjh07pI6tl5cXPvvss1z5tm3bho8//hgAMGjQIPzzzz+5vu857t69iyNHjuRKV6vVSEpK0nrdfc2aNdI0CACkTm9+P6v8WFtbIy4uTnpVn4iIiMov9jnY52Cfo3z3OQwMDKTpb3/66Sd8/PHHWgvbvzwVVXp6OjIyMnKVk56eLv07ALI/WyGE1qCrnJ+5QqHINXXay6ytrREZGVnYJlI5xcAGERHlSU9PL8+HmTKZDM+fP5ceKL6cJ+d4fmUU5jgA6RoF1aE4KRQKTJs2TbrhSktLA5DdecgZofO6XtXO/Bw7dgyRkZEYP348vvnmGwwcODDfB8wApAfWOTf3cXFxAAATExM8evQIFhYW6NatGwDg2rVr2L9/v9aDZiD75j84OBhyuRxNmzaV6pmeno6srCw0aNAAQHYnQ61Wo3///lqjkXLyAkDHjh0L/Fxy8r54wy+EwNmzZ7Fq1SoAwKFDh7BgwQIYGxvDwMBAq5NkaGgoLYKtVqu1ysnKykJSUlKuRQYrV66Mo0ePYtasWdJ3eOXKlejXr5+Up3r16liyZAn09fWxfPly/Pnnn/j888+hUqlgY2ODjz76CLa2tjh16hRGjhyJO3fuwNHRMc/27d27F7du3cKMGTOktFGjRmHy5MnSiLqrV6/i66+/xtSpU1/5eb3MwMAAsbGxeR578uQJLl26hICAAJw9exb79+9Hhw4dMH36dADZixX6+Phg/fr1cHV1xfHjx9G1a1d0795dKuPy5ctFrlN+JkyYIM2N7evri2PHjgGA1BH9/vvvUblyZen7k5/Y2Fgolcr/PGKSiIiISh/7HOxzsM9RvvscL1IoFK8ctPTiYvMvejkwl5aWhujo6FzriwwcOLBQdY6NjX1l8IPKv7cisBEbG4tWrVrh5MmTsLe3L9Q5wcHBaN26tfQLOsepU6cwduxYxMTEYPbs2dLDASKiisbS0lIa4fKiuLg4GBkZSaN9wsPDtRZte/bsGerWrSuVkTPa5sXjOQvPWVpa5lo4+NmzZwAgXaOgOhS3yZMnS4vOPXjwAP379y+Wcl/VzrwIIfDVV1+hX79+WLRoEerWrYtVq1YV+HcnKSkJgPbNfb9+/dCgQQOMGzcOe/bskTpRw4cPR+fOnVGzZk2tMrp164anT5/mGs01depUnD17NteD7pxphF5kbm4OIQTS0tKQmZkJXV1drF69GuPGjdO6uYyJidFaDA4AunTpghMnTqBRo0YAgPPnzwMAlEql1Il6WU5HKCQkRPo7n5SUhMOHD+OXX37Ryuvr64u1a9fCxcUFrq6uCA0Nxdy5c7VejQ8ODoaTkxP09PSkRQKbNGmCzMxMGBgYIDo6GpcuXUKvXr2Qnp6Oc+fOYebMmXnWTVdXF9euXdM6npCQgHXr1kmLD6ampr72Qn4NGzbEjRs3pIUtXzR37lxs374dbm5usLKywtixY6Wfv4+PD2QyGYYOHYr//e9/cHV1xb59++Dq6iot6viiwYMHw9/f/5X1qV69uta/2eTkZKSkpCAjIwPp6enSiKuc70ZYWBhSU1MBAL/++itkMlme36kX3bhxA/Xq1Su2kZNERPR24nOCsoF9DvY5XsQ+R/nrc+QEzXLeNirM29iZmZlIT0+HUqmUghyJiYmoVq0a0tPTERsbCzc3N8THx+d5fkpKSoH/NjUaDW7duiUFyKjiqvA9wpx/DKGhoYU+5+HDh+jRo0euf0AxMTFwd3fHkCFDcOHCBfz00084efJkMdeYiKhscHJyQmpqKv7++28p7c6dO0hNTUX16tVhZmaGGjVq4OzZs9LxnNeYczodTk5OWscB4MqVK1rHAwMDtV5FvXLlCgwMDGBmZvbKOhS3nFdf9fX1C3xVuahe1c68fPvtt7h+/Trmz58PY2NjrFq1CnPmzMGVK1fyvU5cXByUSiUyMzMhhICPj490bPjw4bh9+zZOnz6Np0+fYu/evZg2bVquMuRyOSwtLXHlyhVpBNPLYmNjpZH3L48qS09Ph7W1Na5evYqlS5figw8+gK6uLgIDA+Hh4SGNzk9KSkLjxo2xcuVKrfPHjh2L48ePY926dVrpDx8+RGBgIOLj46VtzZo1cHBwwLNnz/D48WPY2tpqfRa+vr7SfKw5dHR0MHbsWCxduhRA9lsCrVq1Qvv27aU8jRs3RlZWFvz9/WFra4v4+HgkJydj8ODB6Nu3L3R0dNC2bVtUrlwZX331FYKCgqTO6cvS0tJQp04djB07VtoqVaoENzc3ab9nz575vj7/Kj179sS2bdvyPP/rr7/GkydPsGvXLqnj/7JJkyYhICAAa9euxebNmzFp0qQ88+nr66N169a4f/9+vtukSZNyTQ31008/wcHBAWfOnMHu3bthb28Pe3t7rF27Fjdu3ECDBg0QHh4OIyMj3L17F3fv3i3wOw4AGzduhJubWyE/ISIiotz4nKDsYJ+DfQ72Ocp3n2P48OEwNDSEjo4ONm3ahG3btmmtS3LlyhXMnTtXK01HRwdGRkb49ttvpXKioqJgbW2NoKAg2Nvbw8bGBhYWFlL/wd7eHra2tqhcuXKut3de9vvvvwMAWrZs+VrtpXLkzaxRXnref/99sWrVKgFAhISEFOqcRo0aiaVLl4qXP54VK1aIBg0aCI1GI4QQ4tdffxWenp7FXWUiojKjRYsWYsCAAdL+mDFjROXKlUVGRoYQQojp06eL2rVri8TERCGEEDt37hQAxOXLl4UQQuzfv1/o6OiIq1evCiGECAkJEXp6emLZsmVCCCFiYmKErq6uWLNmjRBCCLVaLZo2bSrc3NwKXYccISEhRfpd/7IqVaoIGxsbUb9+fVG/fn3h4OAgAIj4+Hhx5MgRIZfLhRBCZGRkCADi0qVLeZZTs2ZNsWXLFq20wrTzRbt27RJyuVx8//33WukffvihsLKyEkFBQXmet2DBAuHg4CDt+/j4iH79+kn7ixcvFrVr1xYDBw4U77zzTr6fRWJioqhfv76wtLQUERERQgghpkyZIlq2bCmEEGLNmjUCgJg5c2auc48fPy4qVaok1Gq1WLx4sejYsaMQQoiEhARRs2ZNceTIESnvn3/+KXR1dcV3332Xq5wzZ85o/R2+deuW0NHR0Tp/y5Ytonbt2rnOzczMFHp6emLbtm1SGgDpc0tMTBTVqlUTM2bMELq6ulpl5tBoNKJ58+aiadOmYt26deLw4cNCX19f3L17V8rj5+cnAAgPD498PkkhLl68KHbu3Km1mZubizlz5uRKz7m/KIrMzExRr1498fXXXxeYr1+/fsLHx0fab9mypfQ9nT9/vgAgOnfunO/5w4cPFy4uLgVew8fHJ8+fhxBCHD58WFy7dk0Ikf1vaMOGDVJ7J02aJNq0aSPlTUpKEgDEyZMnc5Vz4sQJYWhoKEJDQwusCxERUUH4nKBsYZ+DfQ72OcpvnyM1NVUkJycLtVqdZ9ktW7bU6ocIIURWVpZIS0sTarVaSmvSpIlYu3attB8UFCTMzMykz1Oj0YiePXuKnj17FtiGlJQU4ejoKBYvXlzUZlI5VOEDGw8fPhRCiFx/eAIDA0Xr1q2FiYmJ6Nu3r0hISNA6J+eP1YuGDRsmxo0bJ+1HRkaKBg0alGwDiIhK0YkTJ4RSqRQdO3YU3bt3FwDEt99+Kx1/+vSpsLa2FvXq1RMffvih0NXVFe7u7tJxjUYjPvjgA1G5cmXxySefCGtra2FnZyd1SoTIfqiqVCrFgAEDhJOTk1AoFCIwMLDQdchRHJ2Mffv2SftBQUFSJ+Py5cvC09NTZGZmvlYnozDtFEKItLQ04eXlJWQymRg5cmSuMlJSUkTLli2FmZmZOHDgQK7jvXv3Fn379pX2X+5kqNVqYWlpKQCIc+fO5Vn/58+fi86dO4sqVapodWZe7GTktAeAmDx5stb548ePF/379xdCZHf0X3xY/uLf2v/973/i0aNHYtOmTUIul4ubN29qlfNyJ0MIIdq0aSMaNGggsrKyhBD5dzKuXr0qAIjr169LaS92MoQQYuXKlQKA+OCDD/L8HIQQIioqSvzwww+iT58+AoAwNDQUPj4+Ii4uTgghpAcivXv3ztXpFUKIZ8+eCUtLS2Fvby9q164tbQqFQlSvXl3ad3BwENWqVRO7d+/Oty4FCQgIEHp6enl2lnK8HNhwcnKSvqezZs0Senp6wszMTBw6dCjP80eMGFGowEaNGjVypcfExEidOiGECAsLE5aWlmLatGkiJSVFWFlZifnz50v58wtsPHz4UFhbW4ulS5cWWA8iIqJX4XOCsoV9DvY5crDPUb77HHnJK7DxstjYWCGTycSVK1e00hcuXChq1aolQkNDxYwZM0S9evXEs2fP8i0nMzNTeHp6iubNm2sFTajiqvCBjRwv/uGJj48XVapUET4+PiI0NFS8//77uX6Z53XD4uHhIZYsWSLtJycnCxMTkxKvOxFRaTp//rzo1q2baN26tdi4cWOu4xEREeKjjz4SzZo1E1988YVITU3VOp6WlibmzJkjmjdvLoYMGSIeP36cq4ytW7eKtm3bivfff1+cPXu2yHUQ4r93MszNzfPtZLzodTsZQuTfzpSUFLF+/Xphb28vZDKZ+PLLL/MdhfLs2TPRsmVLAUAMHz5chIeHCyGyHwYbGhqKVatWSXmnTJki3fCnp6eL4cOHCyMjI9GwYUNhY2MjtmzZovXzSk5OFh988IEwNTXNdVM5aNAg0apVK620WbNmCQBi0aJF0vlmZmbSzfKaNWtEgwYNtDqVQgjxzz//CB0dHWnUVF4j80+dOpXr7/DJkyeFra2t1OZNmzbl2cnw9vYWFhYWIjMzUwiR/XcfgNSROX/+vLCwsBAtWrQQCoVCeHp6itu3b+cqRwghTp8+LRo2bCgGDhwofvvtN9G1a1dx69YtMWXKFGFmZibWrVsnjI2NRd++fUVycrLWuVlZWSIyMjLXTbWNjY04evSotK/RaHKNWCqqDRs2CD09vVwdlbi4OBEUFCSNMs3RqFEj8d1334mJEycKExMTcenSJTFr1iwhl8vF6NGjxZMnT7TKGTZsmADwys3a2lrrvLS0NNGpUyfRq1cvre/00aNHRbVq1cSnn34q9PT0pFF6Qvz78woICJDSgoKCpPxERETFhc8Jyg72OeK18rHP8S/2Ocp+n6MgzZo1E1999VWBeTZv3iwqV64sBZNeNHDgQGFkZCTMzMzEgwcP8i0jIyND9OnTRzg4OOT5758qprcysPHjjz+KatWqSb/ADx8+LCwsLLTy53XDMnDgQK1f3pmZmUKpVJZsxYmI6I0wMjKSOhm7d+8W/fv3FwBEUlKSlGf37t1i+PDhWjesxSE0NFRYWloKBwcHcfz48VfmT01NFcOHDxcGBgZSZ2DOnDlCqVSKiIgIce/ePdGyZUuhp6cnRo4cKb7//ntRp04dYWVlJS5duiSSk5PFJ598IgAIExMTsWvXLiGEEA8ePBCOjo7i/Pnz0rU2bNggrKysBACt0Yg5vL29RVRUlLQfEBAgnj9/LoTIvkE3NjbO9fBboVCIzp07i5SUlFzlZWRkiC+++EJ07Ngx199mIYRQqVQiKipKLF26VLRr1044OztrHY+JiRFmZmZi/PjxQgghZsyYIRwcHIRCoRBHjhwRw4YNEwqFQowZM0ZkZmaKP/74Q9jY2AgAwsXFRaSlpYm0tDSxcOFC0bJlS1G9enWxadMmqfzdu3cLe3t70aBBA2l0VkBAgDAzMxO1atUST58+FUIIsWPHDmFsbCxq1qypNXKqdu3awtzcXNSoUSNXupWVlWjfvv0rf/752bt3b65O+q+//irkcrl49913tW7w69atK0aPHi0aNWqk9V3+9ddfRfXq1aXvRI7BgweLNm3aiJCQkHy3KVOmiCpVqmidFxgYKNq3b681cu7lunl5eUlpQUFBwtraWigUCmk0rRDZI9mWLVv2Wq/OExER5YfPCehNY5+DfY6K2OcoiKOjo5gzZ06BeZo0aSLGjRsnsrKyRGxsrDh//rz49ttvRefOnYWRkZHo1auXsLCwEFZWVmLgwIHim2++ET/99FOut0eWLl2q9T2hiu+tDGwsWrRIKBQKYWpqKkxNTaVfgDm/FIXI+4Zl7Nix4ssvv5T24+PjhaGh4RupPxERlRy1Wi0ASJ2MH3/8UTRv3lzMmzdPK9+JEydE69atxYwZM/IcTfJf/PPPP7lGnr3Ko0ePpP+PiIiQboY1Go0YOHCgWLJkiYiMjBRt27YVAwYMyDUK//z588Ld3V3rZj9nxFGOZ8+eialTp4qff/5ZpKenF7VZr6VPnz7ivffeE7///nuexzMzM0WNGjVEkyZNxK+//prr2M8//yz++ecfIUT23MFjxowRx48fF7/99puwsrISO3bs0DonOTlZzJ8/X6xevVpKW716tdi8ebPWvYEQQly7dk0sWrRIpKWlaaU/evRI7Nmz57XbXFI0Gk2B36uXf95CiNf+OT9//jzXSLlX1W3btm25rjdjxgxx+vTp16oDERFRUfA5Ab1J7HOwz1FR+xwFqVevnjQlbV4yMzPF//73P3Ht2jVx5coVoaOjI2rVqiUGDRoktm7dKgX90tPTxR9//CE+//xz4eLiIqpUqSJGjx79pppBZZRMCCHyWFO8wpHJZAgJCYG9vT1++ukn+Pn5wd/fHwAghEBiYiKaNGkChUIBAAgNDYWDgwNe/Hg2b96MHTt24NixYwCAkydPYsyYMbh3796bbxAREVEhpaWlQV9fv7SrUSbwsyAiIqIcfE5AVHx4n/0vfhavLzU1FYaGhoXKm5WVJf1+preTvLQrUBp69uyJx48fIzAwEAYGBvj555/h6uqKV8V43N3dce7cORw7dgwZGRlYsmQJunXr9oZqTURE9Hp4U/0vfhZERESUFz4nIPpveJ/9L34Wr6+wQQ0ADGoQlKVdgdJgZmaG/fv3Y+LEiRg+fDgcHR2xf/9+KJUFfxxVq1bFihUr0KNHD1SqVAlmZmbYunXrm6k0EREREREREZUIPicgIiIqX96aqaiKU0hICO7evYsOHTqgUqVKpV0dIiIiIiIiIipFfE5ARET0Zr2VU1H9Vw4ODujevTtvVoiIiIiIiIheITY2Fg4ODggNDS3SeRkZGWjSpAkCAgKktJ9//hk1a9ZE9erVsXPnzuKt6H/A5wRERERvVoWdikqj0SAyMhLGxsaQyWSlXR0iIiIiIiKickMIgaSkJFSvXh1y+euPiYyNjYWbm1uRgxoAsGTJEty8eVPav3nzJjw9PbFmzRq0adMGHh4eaNGiBerXr1+o8vicgIiIqGwryv1HhQ1sREZGws7OrrSrQURERERERFRuhYWFwdbW9rXPHzx4MIYOHYqLFy8W6bz79+9j2bJlsLe3l9I2btyITp06YdSoUQCAiRMnYvv27ViwYEGhyuRzAiIiovKhMPcfFTawYWxsDCD7QzAxMSnl2hARERERERGVHyqVCnZ2dlLf+nVt2LABDg4OmDJlSpHOGzNmDGbNmoXDhw9LadevX0f37t2l/datW2PevHn5lqFWq6FWq6X9nCVG+ZyAiIiobCrK/UeFDWzkvFZqYmLCGxYiIiIiIiKi1/Bfp2xycHAo8jlbtmxBYmIiZs6cqRXYUKlUWuWZmJggMjIy33IWLlyIuXPn5krncwIiIqKyrTD3H1w8nIiIiIiIiIjKhJiYGHh5eWHz5s1QKBRax5RKJfT09KR9fX19pKam5luWl5cXEhMTpS0sLKzE6k1ERERvVoV9Y4OIiIiIiIiIypepU6di5MiRcHJyynXM3NwcMTEx0n5SUhJ0dXXzLUtPT08rEEJEREQVB9/YICIiIiIiIqIyYceOHVi9ejXMzMxgZmaGs2fPws3NDYsWLUKrVq1w4cIFKe/Vq1dhY2NTirUlIiKi0sI3NoiIiIiIiIjojVKpVDAwMICOjo5WekhIiNb+4MGDMXXqVLi6uuLRo0do164dpkyZAgcHB/j5+eHDDz98k9UmIiKiMoJvbBARERERERHRG9W0aVMcPHgwV7q9vb3Wpq+vj2rVqsHMzAxOTk6YMmUKnJ2dYWNjA4VCgfHjx5dC7YmIiKi0yYQQorQrURJUKhVMTU2RmJgIExOT0q4OERERERERUblRlvvUt2/fRkREBFxcXApcY+NlZblNREREVLS/1ZyKioiIiIiIiIjKjUaNGqFRo0alXQ0iIiIqRZyKioiIiIiIiIiIiIiIyg0GNoiIiIiIiIiIiIiIqNxgYIOIiIiIiIiIiIiIiMoNBjaIiIiIiIiIiIiIiKjcYGCDiIiIiIiIiIiIiIjKDQY2iIiIiIiIiIiIiIio3GBgg4iIiIiIiIiIiIiIyg0GNoiIiIiIiIiIiIiIqNxgYIOIiIiIiIiIiIiIiMqNIgc2YmNj4eDggNDQ0CKdl5GRgSZNmiAgIEBKmzt3LszNzaGnp4e+ffsiKSlJOta0aVPIZDJpGzVqVFGrSkREREREREREREREFUyRAhuxsbFwc3MrclADAJYsWYKbN29K+z/99BN++uknHDlyBLdu3cKdO3ewaNEiAEBqaioePHiA6OhoxMfHIz4+HqtXry7yNYmIiIiIiIiIiIiIqGJRFiXz4MGDMXToUFy8eLFIF7l//z6WLVsGe3t7KS0sLAzbtm1D69atAQCDBg3CpUuXAABXr15F06ZNYWFhUaTrEBERERERERERERFRxVakNzY2bNiAyZMnF/kiY8aMwaxZs1CzZk0pbdasWWjbtq20/88//6Bu3boAgMDAQISHh8PCwgJmZmYYN24c1Gp1ka9LREREREREREREREQVS5ECGw4ODkW+wJYtW5CYmIiZM2fmm+fevXvYt28fRo8eDSA7yNG+fXucPXsWf/zxB44ePYoVK1YUeB21Wg2VSqW1ERERERERERERERFRxVKkqaiKKiYmBl5eXvjjjz+gUCjyzKPRaDBixAiMGjUKjo6OAIC1a9dq5fnqq6/g5+eHWbNm5XuthQsXYu7cucVXeSIiIiIiIiIiIiIiKnOK9MZGUU2dOhUjR46Ek5NTvnnmz5+PuLg4LF26NN88lpaWiIiIKPBaXl5eSExMlLawsLDXrjcREREREREREREREZVNJRrY2LFjB1avXg0zMzOYmZnh7NmzcHNzw6JFiwAABw4cwLfffou9e/fC0NBQOq9t27ZagYkLFy5orc+RFz09PZiYmGhtRERERERERERERERUsRTLVFQqlQoGBgbQ0dHRSg8JCdHaHzx4MKZOnQpXV1fcuXMHQ4YMwXfffQc7OzskJydDLpfD0NAQjo6OGDNmDHx8fHD37l0sX74ca9asKY6qEhERERERERERERFROVYsb2w0bdoUBw8ezJVub2+vtenr66NatWowMzPD+vXrkZKSgk8++QTGxsYwNjZGo0aNAADLli2Dnp4eOnXqBB8fHyxduhSffPJJcVSViIiIiIiIiIiIiIjKMZkQQpR2JUqCSqWCqakpEhMTOS0VERERERERURFUxD51RWwTERFRRVKUv9UlusYGERERERERERERERFRcWJgg4iIiIiIiIiIiIiIyg0GNoiIiIiIiIiIiIiIqNxgYIOIiIiIiIiIiIiIiMoNBjaIiIiIiIiIiIiIiKjcYGCDiIiIiIiIiMqUp0+fIjAwECkpKaVdFSIiIiqDGNggIiIiIiIiohITGxsLBwcHhIaGFir/ypUrUb9+fQwbNgy2trY4c+aMdGz+/PmwsrJCpUqV4O7ujtjY2BKqNREREZVlDGwQERERERERUYmIjY2Fm5tboYMawcHBWLRoEW7duoXbt29jypQp8Pb2BgCcPn0a/v7+OH36NK5du4asrCxMnz69BGtPREREZRUDG0RERERERERUIgYPHoyhQ4cWOr9arcb69ethY2MDAGjRogWePXsGAAgMDESPHj1Qv3591KlTB0OHDkVwcHCJ1JuIiIjKNgY2iIiIiIiIiKhEbNiwAZMnTy50fkdHR7i7uwMAUlJSsGbNGvTt21c6tm/fPjx8+BDR0dHYtGkTPvjggxKpNxEREZVtDGwQERERERERUYlwcHB4rfMOHToEa2trREZGSlNRde/eHbVr10bt2rVhZWWF5ORkzJo1K98y1Go1VCqV1kZEREQVAwMbRERERERERFSmdO3aFQcOHAAAeHl5AQB+/vlnPH78GLdv30Z0dDQcHR3x4Ycf5lvGwoULYWpqKm12dnZvpO5ERERU8mRCCFHalSgJKpUKpqamSExMhImJSWlXh4iIiIiIiKjcKO4+tUwmQ0hICOzt7Yt03smTJ+Hh4YH4+Hj07dsXnTt3xqRJkwAAiYmJMDMzQ3x8PMzMzHKdq1aroVarpX2VSgU7Ozs+JyAiIiqjinL/oXxDdSIiIiIiIiIiKpC/vz/Cw8MxY8YMAICuri4UCgUAQKPRIDo6Wsr75MkTAEBWVlaeZenp6UFPT6+Ea0xERESlgYENIiIiIiIiInqjVCoVDAwMoKOjo5Vev359jBo1CrVq1ULz5s0xd+5cDBgwAADQoUMHLF26FDY2NjAwMMDKlSvx7rvvokqVKqXRBCIiIipFXGODiIiIiIiIiN6opk2b4uDBg7nSmzVrhnXr1mH69Olo3rw5atasieXLlwMAJk2ahMGDB2P+/PkYPXo0TE1N8eOPP77pqhMREVEZwDU2iIiIiIiIiEhLRexTV8Q2ERERVSRF+VvNNzaIiIiIiIiIiIiIiKjcYGCDiIiIiIiIiIiIiIjKDQY2iIiIiIiIiIiIiIio3GBgg4iIiIiIiIiIiIiIyg0GNoiIiIiIiIiIiIiIqNxgYIOIiIiIiIiIiIiIiMoNBjaIiIiIiIiIiIiIiKjcYGCDiIiIiIiIiIiIiIjKDQY2iIiIiIiIiIiIiIio3GBgg4iIiIiIiIiIiIiIyo3XCmzExsbCwcEBoaGhRTovIyMDTZo0QUBAgJT2888/o2bNmqhevTp27typlX/NmjWwsrJCrVq1cOLEidepKhERERERERERERERVSDKop4QGxsLNze3Igc1AGDJkiW4efOmtH/z5k14enpizZo1aNOmDTw8PNCiRQvUr18ff/zxB2bOnIldu3bBwsICH374IS5duoQqVaoU+bpERERERERERERERFQxFPmNjcGDB2Po0KFFvtD9+/exbNky2NvbS2kbN25Ep06dMGrUKDRp0gQTJ07E9u3bAQDff/89PvnkE/Tu3RvvvvsuevfujX379hX5ukREREREREREREREVHEUObCxYcMGTJ48ucgXGjNmDGbNmoWaNWtKadevX0fnzp2l/datW+PKlSuvPEZERERERERERERERG+nIgc2HBwcinyRLVu2IDExETNnztRKV6lUWuWZmJggMjLylcfyolaroVKptDYiIiIiIiIiIiIiIqpYXmvx8KKIiYmBl5cXNm/eDIVCoXVMqVRCT09P2tfX10dqauorj+Vl4cKFMDU1lTY7O7tibgkREREREREREREREZW2Eg9sTJ06FSNHjoSTk1OuY+bm5oiJiZH2k5KSoKur+8pjefHy8kJiYqK0hYWFFWMriIiIiIiIiIiIiIioLCjxwMaOHTuwevVqmJmZwczMDGfPnoWbmxsWLVqEVq1a4cKFC1Leq1evwsbGBgAKPJYXPT09mJiYaG1ERERERERERERERFSxKIurIJVKBQMDA+jo6Gilh4SEaO0PHjwYU6dOhaurKx49eoR27dphypQpcHBwgJ+fHz788EMAQP/+/TF27FgMHz4cSqUSmzZtwqpVq4qrukREREREREREREREVA4V2xsbTZs2xcGDB3Ol29vba236+vqoVq0azMzM4OTkhClTpsDZ2Rk2NjZQKBQYP348AKBXr154//33UbduXTg4OKB58+bw8PAoruoSEREREREREREREVE5JBNCiNKuxO3btxEREQEXF5dc62hcunQJKSkpcHFxgUwmK3SZKpUKpqamSExM5LRUREREREREREVQEfvUFbFNREREFUlR/lYX21RU/0WjRo3QqFGjPI+1atXqDdeGiIiIiIiIiIiIiIjKqhJfPJyIiIiIiIiIiIiIiKi4MLBBRERERERERERERETlBgMbRERERERERERERERUbjCwQURERERERERERERE5QYDG0REREREREREREREVG4wsEFEREREREREZcrTp08RGBiIlJSU0q4KERERlUEMbBARERERERFRiYmNjYWDgwNCQ0MLlX/lypWoX78+hg0bBltbW5w5cyZXnkGDBmHSpEnFXFMiIiIqL5SlXQEiIiIiIiIiqphiY2Ph5uZW6KBGcHAwFi1ahFu3bsHGxga+vr7w9vZGQECAlOfQoUMICAjAP//8UzKVJiIiojKPb2wQERERERERUYkYPHgwhg4dWuj8arUa69evh42NDQCgRYsWePbsmXQ8JSUF48ePx8KFC2FmZlbc1SUiIqJygoENIiIiIiIiIioRGzZswOTJkwud39HREe7u7gCygxhr1qxB3759peNz585Feno6lEoljh49Co1GU+x1JiIiorKPgQ0iIiIiIiIiKhEODg6vdd6hQ4dgbW2NyMhIeHt7AwAePXqEVatWwcHBAQ8fPsQXX3yBPn365BvcUKvVUKlUWhsRERFVDAxsEBEREREREVGZ0rVrVxw4cAAA4OXlBQDYtm0brKyscPz4cfj6+uLUqVM4e/Ysjh07lmcZCxcuhKmpqbTZ2dm9sfoTERFRyWJgg4iIiIiIiIjKFKVSCRcXF/j5+WHTpk0AgPDwcHTp0gX6+voAAGNjY9StWxfBwcF5luHl5YXExERpCwsLe2P1JyIiopLFwAYRERERERERlQn+/v5Yvny5tK+rqwuFQgEAsLW1xfPnz6VjGo0G4eHh0kLjL9PT04OJiYnWRkRERBWDsrQrQERERERERERvF5VKBQMDA+jo6Gil169fH6NGjUKtWrXQvHlzzJ07FwMGDAAADBgwAM7Ozti7dy/atGmD1atXIyMjA126dCmNJhAREVEp4hsbRERERERERPRGNW3aFAcPHsyV3qxZM6xbtw7Tp09H8+bNUbNmTekNjoYNG2Lnzp2YN28e6tati0OHDuG3336DkZHRm64+ERERlTKZEEKUdiVKgkqlgqmpKRITE/m6KREREREREVERVMQ+dUVsExERUUVSlL/VfGODiIiIiIiIiIiIiIjKDQY2iIiIiIiIiIiIiIio3GBgg4iIiIiIiIiIiIiIyg0GNoiKQQVdqoaIiIiIiIiIiIiozGFgg6gYTJw4EYcPHy7tahARERERERERERFVeAxsUIVz48YNHD58GElJSW/keikpKTh8+DCePn2KWrVqoU6dOtK2YMGCN1IHIiIiIiIiIiIiorcFAxtUrmVkZKBHjx4ICAgAAPj5+cHHxweXL19GmzZtoFKpsH//fnTs2FHazM3NceHChQLL3b59O0aMGCHt379/H25ubujUqRPc3NwQGRkpHdu8eTPatm2Ljz76CPfv30dwcDB27NgBhUKB0aNHl0i7iYiIiIiIiIiIiN5WbySw8fTpUwQGBiIlJeVNXI7eEunp6XB3d0dYWJiUFhsbiz179sDb2xsNGzZEUFAQ3N3dERAQgICAAGzduhUtWrTAO++8k2+5q1atwoYNG6DRaKS0MWPG4IsvvsDJkyfRq1cveHt7AwCSkpLw9ddfQ0dHBwqFAgqFAunp6Rg9ejR27NgBS0vLkvsAiIiIiIiIiIiIiN5CRQ5sxMbGwsHBAaGhoYXKv3LlStSvXx/Dhg2Dra0tzpw5AwDw9fWFTCbLteWMvG/atKlW+qhRo4paVSohZWmh7I0bN6Jly5bS/rx586BWq+Hv74+oqCg4Oztr5ffy8sLChQshk8nyLdPd3R3z5s3TSrt9+zbatm0LAHBwcEB8fDwAYMKECejWrZtW3kWLFsHNzU2rXkRERERERERERERUPIoU2IiNjYWbm1uhgxrBwcFYtGgRbt26hdu3b2PKlCnSSPdZs2YhPj5e2q5duwYLCws0b94cqampePDgAaKjo6Xjq1evLnLjqGSUlYWydXV1YWNjkys9KioK+/btg4WFhVb63bt3kZiYiFatWhVYroODQ640T09PeHl54dSpU/Dx8cFHH30EAGjevLlW0O3Ro0fYvXs35syZ8zpNIiIiIiIiIiIiIqJXKFJgY/DgwRg6dGih86vVaqxfv156+NyiRQs8e/YMAKCvrw8zMzNpW7NmDaZOnQpTU1NcvXoVTZs2hYWFhXTcwMCgKFV9a3Ch7Nzq1KmDXbt2wcjICIcOHZLS//e//2HMmDGvVeby5cvh4eEBf39/6Orqom/fvgCAadOmab394evri9mzZ/P7SkRERERERERERFRCihTY2LBhAyZPnlzo/I6OjnB3dweQ/UB8zZo10gPhF0VGRmLfvn1S2YGBgQgPD5cCG+PGjYNarS5KVSukwiyUnePkyZPo1q1bgdNGBQYGai2qXb16dezcuRPz5s3TSn/xIX1ZXig7KysLjRs3RnR0NAAgPj4e5ubmALI/u0OHDqFHjx6vXb6zszPOnTuHtWvX5nk8ISEB586dw6BBg6S0qKgo7N69+7WvSURERERERERERETalEXJnNcUPYVx6NAhDB48GDVr1pSmonrR2rVrMWTIEFSqVAkA8M8//6B9+/bw9fVFQkICPD09sWLFCsyaNSvfa6jVaq3gx4sP+SuC9PR09O7dG+Hh4VJazkLZSqUS165dQ1BQENq1a4f4+HhpuqiC1pJo3bq1FCRJTEyEq6sr+vbtC319fXz11VcAgF27duHdd98F8O9C2a6urlAoFFK9yspC2QqFAgsXLkT37t1hYGCALl26wMXFBQBw5swZNGnSBDo6OlL+I0eO4Nq1awV+r160YsUK9OnTBw0bNtRK12g0EELg7t27aNq0qfTZAMD58+exefNmDBw4sBhaSEREREREREREREQy8RorQctkMoSEhMDe3r5Q+TMzM3Hu3DlMnDgR3bp1w7Jly6RjWVlZsLW1xfHjx9GoUaM8z//hhx/g5+eHy5cv53sNX19fzJ07N1d6YmIiTExMClXPsiw9PR0xMTGYM2cOhg0bho4dOwLIfhPm999/x6pVq3Dy5Eno6elh0KBBSExMRLdu3dC/f3/Y2dm9snwvLy+0aNECAwYM0Lpmu3btEBAQACMjI3z88cfSYu5bt24FkL1Yd3p6epmZhqo0nDhxAhs3bsSmTZvg6emJsLAwKaCUkpKCFStWoGvXrqVcSyIiIiIiosJTqVQwNTWtMH1qoGK2iYiIqCIpyt/qIr2x8bqUSiVcXFzg5+cHDw8PrcDGyZMnUaVKlXyDGgBgaWmJiIiIAq/h5eWF6dOnS/sqlapQD/TLi8IulH3q1ClcuXIFf/zxB1JTU+Hq6oozZ85IUzLlJS4uDsePH8c333yjlb5161b069cPRkZGALIXynZ2dsamTZsA/LtQ9qVLl4qrmeVS586d0blzZwDAL7/8Usq1ISIiIiIiIiIiIqrYirTGRlH5+/tj+fLl0r6urq7WND0AsHv3bnh4eGiltW3bFmFhYdL+hQsXULNmzQKvpaenBxMTE63tbfDyQtmXLl2Cp6cnateujSZNmsDR0bHAN12A7HUzPD09c01btXbtWowaNUra50LZRERERERERERERFTaiiWwoVKpkJGRkSu9fv368PX1xb59+xAaGoq5c+dqTXUEZK9zkDOtUg5HR0eMGTMGFy9exLZt27B8+XKMGzeuOKpaYeS3UHajRo1w584dAEBqair+/vtv1K5du8CyfvjhBwwePFgr7fLly7C2tkbVqlXzPIcLZRMRERERERERERFRaSiWwEbTpk1x8ODBXOnNmjXDunXrMH36dDRv3hw1a9bUeoPjwYMHiIyMROvWrbXOW7ZsGfT09NCpUyf4+Phg6dKl+OSTT4qjqhXGiwtlt2/fHm3atIGLiwu6d+8Oa2trvPPOO2jevDlGjRqF2rVrY+vWrdK6GC96+PAh5HI5rKystNL379+PLl265MpfmIWyiYiIiIiIiIiIiIhKymstHl4ecFGwklEaC2XvvJ5YrOWVNUOcTEu7CkRERERERFoqYp+6IraJiIioIilzi4dTxcGFsomIiIiIiIiIiIioNJXo4uFE5ZFu/DNUP/0HjB8FF+k8o4jQkqkQEREREREREREREUkY2KAKqY33OBhFPAIA6MXF4v0R3dHlk25o8t3XBZ5nFBGKTuM9YPLwH7zz5VjYHvsNAGD8KBhdPTujy8ddUfvnrQAA6zN/oofHO7A+dwy68c9Q+e6NEm0TERERERERERERETGwQW+Blos+Q4j7UBzb9geMIh+jyvXAfPOa3buFS7O/xd1hk3Fr1AxYnzsOAHhnzhhcn+KDY9v+QI2j+2AYFQab03/g2lRfVD91BDanDiPCpcebahIRERERERERERHRW4trbJQh15+oS7sKJcqpml6JX6PFklkw+ycIJqH3YRJ6H1m6erC49hcuzvsOABDRwRXV/jqJZ06t8zw/olNPAID5rauov2Mdbo2aDh1VAgyjo/C0tQsA4Mk7nWF5+Sw0SgUUaWlQZKih0dGFUPKfExEREREREREREVFJ4xsb9FpSVAmlXYU8/f35IpzYdBBR776P84s24cSmg0irYoUsfQMAQIaxKQxinryynOqnDkMvPgYZRibQSU1GSjVb6Vj6/5fxyLU/GvywGpn6BjCKCoPLhAGQZWSUWNuIiIiIiIiIiIiIiIGNCuHKyd+RkpQAAFA/T8WZ337E6V+3486l0wWeJ4TA3ycP4tS+bQg8ug9ZmZkAgOSEOAT8sg2nf92O0NvXAABPHj/A8d0b8fTxQ6ifpyIx9mlJNqlYaRQK6f9lWZmQCfHKc26On41rU+ej8frFyDAyhjItJVcZz5xa49i2P5FQvwmsLp1BYp2GMAu+VSJtICIiIiIiIiIiIqJsDGxUMDfO/oka9ZvgvT4fITUpEXFPIvLNG3r7KoTQwKXvJ7Cyq4UHQZcAAFdOHoBjGxd06P0hIh7eQWpSIp4+CoZjm4548igYTx4Fo5p93TfVpNdycf73SLGpCQBQ1WqAyv8foLG4dhHJ/5+el2YrvkKtfT8AAHRV8Ug3qYwMY1MAgP7/B3NeLKP6qcOIeM8VQiaDRqkDWZampJpERERERET01nj69CkCAwORkpLy6sxERET01mFgoxy7ce4Yzuz/CdFhIbh8bD/O7P8JkSH/wLZOIwBAtZp1EB0Rku/5T8NDYFevyb95w0OQrk7D85RkWNjYQyaTwdLWAbFRjyGTy5GVmQmNJhNyhQJyefn56twZNgltvxyLZiu+gv3vuxDacyAA4N0vRkjBCinvJ5NR4499eH9Ed9gf3I3rk74CANz9ZDLemzwYLRZ/DvPbVxH5XjcAgE5qMtTmFohr1BzV/jqJxNoN3mzjiIiIiIiIyrjY2Fg4ODggNDS0UPlXrlyJ+vXrY9iwYbC1tcWZM2dy5cnIyECTJk0QEBBQvJWlQhOFmA2BiIiopHC143KsabsuALKnomrg3B5GxmY48uMaKJQ6AAAdXX2kpSTne35mejoMK5n8mzc1GZkZ/6a9WIZt7UYIunAMlS2rIzUpERcO7Uabbv0gf2Gap7IqutV7OL1qJ6reCMTdD8cjzaIaAOD84s258qrNqyJg7b5c6aE9ByGhriNM799G0LjZyDSslJ3uNhgAcGPyV7iBr0qwFUREREREROVPbGws3NzcCh3UCA4OxqJFi3Dr1i3Y2NjA19cX3t7euQIYS5Yswc2bN4u/wlRoEydOhJubG7p3717aVSEiordQ+Rl2T4Uik8mk/9eIgqdF0tHVRWZmenZejQYQgI6OLjIz0nOVYV7NBu/1/gimVSwRG/kYxuYWUMXFlEALSkaynQNCew6SghqvI6FeYzzqORAZJmbFVzEiIiIiIqIKbPDgwRg6dGih86vVaqxfvx42NjYAgBYtWuDZs2daee7fv49ly5bB3t6+OKtart24cQOHDx9GUlLSG7leSkoKDh8+jKdPn6JWrVqoU6eOtC1YsOCN1IGIiN5uDGxUAC07ucHI2AwAYFK5KhJingAA4p6Ew/D/14fIi7mVDWIiHmXnfZqdV0dPHwCQlpqcq4yoR8GoVrMOIAPkcjlfOyUiIiIiIqICbdiwAZMnTy50fkdHR7i7uwPIfni+Zs0a9O3bVyvPmDFjMGvWLNSsmf/6iRVZRkYGevToIb3F4ufnBx8fH1y+fBlt2rSBSqVCZmYmhg8fjs6dO8PZ2Rm7d+9+Zbnbt2/HiBEjpP379+/Dzc0NnTp1gpubGyIjI6VjmzdvRtu2bfHRRx/h/v37CA4Oxo4dO6BQKDB69OhibzMREdHLGNioYOo4tcGVk7/j5l8nEXbvJuzqOgIALh37TQpW5KhRvwke3b2OW3+dxPUzf6BW45YAgLpObfDXkZ9x49xRJMQ8yQ5mAMjMSIeegREqV7VGdHgojCtXfbONIyIiIiIionLFwcHhtc47dOgQrK2tERkZCW9vbyl9y5YtSExMxMyZM19Zhlqthkql0trKu/T0dLi7uyMsLExKi42NxZ49e+Dt7Y2GDRsiKCgIhw8fRqNGjXDixAn4+/tj9uzZBZa7atUqbNiwIXs2h/83ZswYfPHFFzh58iR69eol/RySkpLw9ddfQ0dHBwqFAgqFAunp6Rg9ejR27NgBS0vLkmk8ERHRCxjYqGAsbGrinW79YGpuAZe+n8Dg/9fLaNWlN/T/f12IHHoGRnivz8cwqWKJ1l09pACGXb3GaO7SA5Utq+O9vh9DqaMLAKhRrzEAoFEbF3T0+ARKHZ032DIiIiIiIiJ6W3Tt2hUHDhwAAHh5eQEAYmJi4OXlhc2bN0NRiPUeFy5cCFNTU2mzs7Mr0Tq/KRs3bkTLli2l/Xnz5kGtVsPf3x9RUVFwdnZGr1698NlnnwEAnjx5gurVqxdYpru7O+bNm6eVdvv2bbRt2xZAdoAqPj4eADBhwgR069ZNK++iRYvg5uamVS8iIqKSxMBGBWRkWhl29RpD36jSK/Pq6unDrq4jTKtoj6gwrWIJu7qO0P3/qamIiIiIiIiI3hSlUgkXFxf4+flh06ZNAICpU6di5MiRcHJyKlQZXl5eSExMlLYX33Ior3R1daX1R14UFRWFffv2wcLCQitdrVZj+vTpr1z3Iq83azw9PeHl5YVTp07Bx8cHH330EQCgefPmGDVqlJTv0aNH2L17N+bMmfM6TSIiInotDGwQERERERERUZng7++P5cuXS/u6urrS2xk7duzA6tWrYWZmBjMzM5w9exZubm5YtGhRnmXp6enBxMREa6uo6tSpg127dsHIyAiHDh2S0seMGYMBAwbgvffeK3KZy5cvh4eHB/z9/aGrqyutdTJt2jTIZDIpn6+vL2bPng0DA4P/3hAiIqJCUpZ2BYiIiIiIiIjo7aJSqWBgYACdl6Y4rl+/PkaNGoVatWqhefPmmDt3LgYMGAAACAkJ0co7ePBgTJ06Fa6urm+s3mVNVlYWnJyccOLECVhaWiI+Ph7m5uYAgBkzZsDU1LRQ65Hkx9nZGWPHjsWuXbvyPJ6QkIBz585h48aNUlpUVBTOnDmDgQMHvvZ1iYiIXoVvbBARERERERHRG9W0aVMcPHgwV3qzZs2wbt06TJ8+Hc2bN0fNmjWlNzjs7e21Nn19fVSrVg1mZmZvuPZlh0KhwMKFC9G9e3e0b98ebdq0gYuLC44ePYoVK1bg8uXLaN++Pdq3b4+srCwcOXIk3zdc8rJixQr06dMHDRs21ErXaDQQQuDu3bto2rSp1pon58+fx+bNm4utjURERHmRCSFEaVeiJKhUKpiamiIxMbHcvG56/Ym6tKtQopyq6b3WeTuvJxZzTcqWIU6mpV0FojJBCKH1SjsRERERlZ7y2Kd+lYrYptJy4sQJbNy4EZs2bYKnpyfCwsKke/mUlBSsWLECXbt2LeVaEhFReVOUv9WcioqIiMqExYsXw9zcHKNHjy7tqhARERERUQE6d+6Mzp07AwB++eWXUq4NERG9jTgVFRER5XLjxg0cPnwYSUlJb+R6Qghs374dZmZmcHBwQJ06daRt7Nixb6QORERERERERERUPjCwQUT0lsvIyECPHj0QEBAAAPDz84OPjw8uX76MNm3aQKVSaeX/4osv4OvrW2CZq1evxjvvvIN3330Xs2bNktLnzJmDli1bokePHoiJiZHSf//9d5iZmaF///64f/8+goODcfz4cWRlZWH69OnF1lYiIiIiIiIiIir/GNggInqLpaenw93dHWFhYVJabGws9uzZA29vbzRs2BBBQUHSsTNnzuC7774rsMyoqCicP38e58+fx5kzZ+Dv74/w8HAcPnwY58+fx6VLlzBz5kx8+eWXAICsrCzMmTMHOjo6kMvlUCqzZ0n89NNPsWrVKtSrV68EWk5EREREREREROUVAxtERG+5jRs3omXLltL+vHnzoFar4e/vj6ioKDg7OwMAkpKSMG3aNK03MPJibW2NnTt3Qi6XIy0tDWq1GmZmZvjjjz/g6ekJuVyOTp064fz58wCAuXPnonnz5lpl/PDDD7C0tIS7u3sxt5aIiIiIiIiIiMo7Lh5ORCVGCAGZTFba1aAC6OrqwsbGJld6VFQU9u3bBwsLCyltypQp8PLyQlJSEkJDQwtV/qxZszBhwgRUqlQJSUlJqFGjBgBAJpMhJSUFQHYg5KOPPsKnn34KAFCpVPjmm29w6tSp/9g6IiIiIqI3Y+fV8NKuwltpSHPb0q4CERGVEr6xQUQlZuLEiTh8+HBpV4NeQ506dbBr1y4YGRnh0KFD2LdvH+RyOfr161foMrZs2YLHjx/Dy8sLAGBiYiIFM4DsabAAYNy4cTAwMJDSV6xYgY8//hhWVlbF1BoiIiIiIiIiIqpIGNggekvcuHEDhw8fRlJSkpSmVqtx7NgxXLhw4bXLjY2NxcGDB3Hv3j2t9JSUFBw+fBhPnz5FrVq1UKdOHWlbsGDBa1+PSlZWVhYaN26M6OhoAEB8fDzMzc2xZ88e3L59Gx07dsSiRYuwdetWfP/99/mW88svv2DLli3SlFQA0LZtW5w4cQIAcO/ePVSqVCnXeUIIbNu2DRMmTJDSMjIyXrmuBxERERERvXkZKUmvzkRERFQC3khg4+nTpwgMDNQaqUtEJScjIwM9evRAQEAAAMDPzw8+Pj64fPky2rRpA5VKhYyMDHTv3h2nT5/GqlWrMHXq1FeWGx0dDScnJ8TGxgIAQkJC0K1bN9y+fRsff/wx9u7dK+XdvHkz2rZti48++gj3799HcHAwduzYAYVCgdGjR5dEs6kYKBQKLFy4EN27d0f79u3Rpk0buLi4YMeOHTh//jwCAgIwa9YsDBs2DOPGjcORI0ewaNEirTKSkpLg6emJhIQEdO3aFe3bt8fly5fh7u6Oc+fOYerUqRg4cCCmTJkinaPRaCCEwNOnT2Fubg5TU1Pp2I0bN+Dn5/fGPgMiIiIiovLoydXTyEjNDjRkqp8j7OzveHzmAGLvXinwPCEEnlw9jcen9yPy0nFosjIBAOnJiXh0+jc8PnMACaF3AQDJT8MQenIvUqLDkaVOQ1ris5JtFBERUT6KvMZGbGwsWrVqhZMnT8Le3v6V+VeuXAlfX19Ur14dUVFR2L9/Pzp06AAAcHd3x4EDB6S877//Po4dOwYAOHXqFMaOHYuYmBjMnj0b06dPL2pVid5K6enp6N27N8LD/53jNTY2Fnv27IFSqcS1a9cQFBSEKlWqYNiwYfj444+RlJSEFi1aYOXKlQWWPWLECMybNw9Vq1YFkP3A+fvvv0fr1q3RoEED7N+/H/369UNSUhK+/vpruLq6QqFQSPUaPXo0duzYAUtLyxJrP72erVu3Sv/fq1cv9OrVK9+8w4YNk/7f1dUVrq6uWseNjY3x/PnzPM89d+4cfv/9dwwaNAht27aV0jMzM5GRkYFq1arByckJLVu2hEKhgEwmg0qlkqazIiIiIiKiV4sOugCTGvVgWqMeov4+hedxT2FgnvdUr4mhdyGEQI333JH4+B4SHt6CeV0nPPn7FCwatoJBVWtEXDgCI0tbpDx9jKoNWyH5yWNkpqXCxLbOG24ZERFRtiIFNmJjY+Hm5lboRWODg4OxaNEi3Lp1CzY2NvD19YW3t7c0ivzy5csICgqCrW32Yk86OjoAgJiYGLi7u2PGjBkYMmQIBg8ejObNm6NTp05FqS7RW2vjxo2YM2eOtD9v3jykpKRg7969iIqKgrOzM/T09NCgQQOEhoZiyZIlWg+r8/L999/j7t27uHfvHi5duoRWrVqhd+/eALL/Lfv5+WH27NkAgAkTJqBbt25a5y9atAhubm5o2bJl8TaWyhUDAwMMGDAgV3qtWrVw/vx5AMCmTZvedLWIiIiIiMqt6Jt/QZ34DOnJiUhPToBMrsDzuKeo1vw9AEAlKzukxkTmG9hIiQmHmUMjAICRlR2irpyEqX0DZKalwNCiOgDA0MIGz59FQSaTQ2iyIDRZkMnlkMk5wzkREZWOIv0FGjx4MIYOHVro/Gq1GuvXr4eNjQ0AoEWLFnj2LPs1xYiICAgh0LhxY5iZmcHMzAxGRkYAgJ9++gnVq1eHt7c36tati6+++ooPuogKSVdXV/o396KoqCjs27cPFhYWWukXLlzAxYsXpQBjXpKSkvDVV19h/fr18PT0xOzZs6W1EgDgwIEDiI6OhomJCQCgefPmGDVqlHT80aNH2L17t1awhYiIiIiIiP47y8bvwK5dTxhZ2sK6ZSfYtesJpZ4B5IrssaxyHV1kpqXme74mMwM6Btnr3yn+P68mMwNKg3/XxMspw9imFuKDgyBXKJGRmozwv/6A0GhKtoFERER5KFJgY8OGDZg8eXKh8zs6OsLd3R1A9kLCa9asQd++fQEAgYGByMrKgq2tLYyMjDB48GDEx8cDAK5fv45OnTpBJpMBAFq3bo0rVwqeE1KtVkOlUmltRPSvOnXqYNeuXTAyMsKhQ4ek9CFDhuDUqVP47LPP8j33n3/+QaNGjdC5c2dUr14dffv2laaNA4C5c+di6dKlmDdvHgBg2rRp0r9fAPD19cXs2bNhYGBQAi0jIiIiIiIiLbJ/H/cIIQCIfLPKlbrQZGVk59UIQOSkZf6bSWQHLwzMrWDXwQ16plXwPDYKesaVoVbFlUgTiIiIClKkwIaDg8NrXeTQoUOwtrZGZGQkvL29AQB3796Fk5MTDh48iL/++gshISHSHOoqlUrrWiYmJoiMjCzwGgsXLoSpqam02dnZvVZdiSqarKwsNG7cGNHR0QCA+Ph4mJub4+DBg/j4448BAAkJCVqLNb+sbt26iIyMRGpq9iifs2fPok6dOvj888+lt6ni4uJgbm6e69yEhAScO3cOgwYNktKioqKwe/fuYmsjERERERHR265a8/egY2gMANA1NkNaQiwAIC3uqZSeF4PKlkiNiQIAPI97Ch3DSlDo6AKA9KbH87hoKA2z3+BIefIYRlZ2gAzZU1GJ/IMmREREJaXIi4e/jq5du+LAgQOYOHEivLy8sGzZMnh5eWktBrt06VJ4eHhg7dq1UCqV0NPTk47p6+tLD1Tz4+XlpbXAuEqlYnCDCIBCocDChQvRvXt3GBgYoEuXLnBxcYFGo8HBgwfRpk0b6OvrY8uWLQCAI0eO4Nq1a5g1a5ZUhqmpKWbPno1OnTohLS0NDRo0gKenJ1QqFTw9PbFt2zaYmJhgw4YN0jkajQZCCNy9exdNmzaVFhEHgPPnz2Pz5s0YOHDgm/sg3mLXn6hLuwolyqma3qszERERERG9RczrNMGTq6dgZGmHpIiHsOvQCwAQdfkELBq/A6W+oZTXpEZdhJ07iKz050iODIVFk3eyy6jdBBGBR2FQ2RJpCbGwcmoHIHvqKqWeAfTNLJASEwHzus3eePuIiIhkQhQ9tC6TyRASEgJ7e/sinXfy5El4eHhIU0696O7du2jYsCHS0tIwdepUVK1aFfPnzweQPeLbxsYGKSkphb6WSqWCqakpEhMTpXn/yzo+fMzbzuuJxVyTsmWIU/5vSpRnJ06cwMaNG7Fp0yZ4enoiLCxMmp4qJSUFK1asQNeuXUu5lm+H8vS7RfdxCNJrFO3tQAY2iIiIiIpfeexTv0pJtmnn1fBiLa84pKeokBYXDUOL6lqBjLxkpauREh0OPePK0DP99018dWIc1ElxMLKyg0Kn7N13D2me/1qRRERU/hTlb3WRpqIqKn9/fyxfvlza19XVlUZtDxo0CGfPnpWOXbhwAVZWVtDT00OrVq1w4cIF6djVq1fzXAyZiMquzp07Y8eOHTAwMMAvv/yCS5cuITAwEIGBgbh16xaDGuWA3ZRR0AkLlfb1795CvQ/avPI8veB7aNS8Fmp7fIDaHh/A9PdfAABVN32HOj3fQ51eHWH99ZcAAPMfN6FeZ2fo37oBvX9uQ/kkqkTaQkRERET0ttE1MoGJXZ1XBjUAQKGrBxPb2lpBDQDQMzWHiW2dMhnUICKit1uxTEWlUqlgYGAAHR0drfT69etj1KhRqFWrFpo3b465c+diwIABAIAmTZpg2rRpWLFiBWJjY+Hl5YVx48YBANzd3TFhwgQcO3YMLi4uWLJkCbp161YcVSUiotdgdPEcLFcvhSIh9xt3ufOexdNJn+HZiHFSmvJpFAwvX0DwgQBACDRo2wixw8fC9PB+RHnNg/GpY8gyNkHcR6NKrhFERERERERERFQhFEtgo2nTpli5ciX69Omjld6sWTOsW7cO06dPR0JCAvr37y+9wfHFF18gJCQErq6uMDY2xvjx4zF79mwAQNWqVbFixQr06NEDlSpVgpmZGbZu3VocVSUioleo7j0TBreuQy/4HvSC70Ho6eHJ5z4I2bYXDd9p+MrzjS6cgcHtIFT+dTeyTM3w2G8TMq2s8fj77QAAeWoK5OnpyDI1g1AqIU97Dp2nT5BWv1FJN42IiIiIiIiIiCqA11pj400JCQnB3bt30aFDB1SqVKlI55bH+UDL0zz4r4NrbOStoq6xQWXH6/5usZsyCk9mfokMO3sprWGrerhz6V6B55n88TuS27lAU8kYVt9+DQiBpzO+lI7bzJmGDAsrRE+dBZNDv8Hyu2+R3LYDZBoNlDFPEea3qUj15BobRERERMWvPPapX+VtW2PjbcA1NoiIKpai/K0uljc2SoqDgwMcHIq2iCzR22LawaelXYUSs6KnVWlXgf6DpPfehzAwAAA8b9QUlX/ZJR2rvGsbdCLCEDE/++09VY/eSG7nAuNTx1Dlp83IMjOHIj4OWZXN8yybiIiIiIiIiIioRBcPJyJKzYop7SrQawpbtVHrbY1C0WhQt3s7KOLjACFgdmAvnjdpBgAwPfgrzHf9gEff/QDI//3zY/rHAahc3QHIIBQKICur2NpAREREREREREQVT5l+Y4OISs6z9Lu4m7IHCpkuFDI9NDcZC6VMP8+8mSINJ599jkrK6gAAaz1n2Bt0QXjaOTx+fgoCWbDUbYq6Rr0Rrb6OOyn+aFhpMMyUDkjMfARDhcWbbFqZJ4SATCYr7WoUi9oeH+DBL0f/TZDL8WT2fNTp3RlCoUBK63cRM3oy5MlJqDFxGNQOdVB7cE8AQMS8ZXjetDmEUgdCVxcZVtWgE/0UWVWqllJriIiIiIiIiIioPGBgg+gtFfL8KFqZToOuvBKuqdbjifpv2Oq/m2fe+IwHsNF/F40qDZbSUrKe4mHqEbSv7AMZFLiQ8A3MdRogOv06GhgNRLT6GtSaRNjo5V3m22zixIlwc3ND9+7dS7sqRfby+hpaQY3/p+raE6quPbXShJ4egkIS8iwzwSP7e1XUtTWIiIiIiIiIiOjtxMAG0VvK2XSS9P9qTSL05ZXzzRuX8Q+epl9DQvxDyGUKNDUegZSspzBR2kEuy/41oq+oggyRCplMgSyRjixkQg4l5DJFibflv7hx4wYiIiLQvn17GBsbl/j1UlJScPjwYbRq1Qq1atWC/IUpmYYNG4Yvv/yygLOJiIiIiIiIiIiIa2wQvQVuJv2ACwmLtLactS+i1JcBAFV1G+Z7fhWdhmhr+gXerTwbtvrtcT/lN5gr60KVGY6n6qsITzuPhIxgWOg6orpeGzx8fgRKmR5Ss2IRmPAtNCLzjbTzVTIyMtCjRw8EBAQAAPz8/ODj44PLly+jTZs2UKlUyMzMxPDhw9G5c2c4Oztj9+7dryx3+/btGDFihLR///59uLm5oVOnTnBzc0NkZKR0bPPmzWjbti0++ugj3L9/H8HBwdixYwcUCgVGjx5d7G0mIiIiIiIiIiKqaPjGBtFboLHxx3mmqzLDcD9lP9qYzSzw/Mo6taGQ6QIATJR2CH1+DEq5Ad4188KzjH8QnHoAdY16QyHTRWWdOmhn9iXC084iUn0RJsoaSMoMh6mOfXE3q0jS09PRu3dvhIeHS2mxsbHYs2cPlEolrl27hqCgIMTFxaFRo0bYsmULHjx4gG7dumHgwIH5lrtq1Srs3bsXtWrVktLGjBmDuXPnokOHDli3bh28vb2xadMmJCUl4euvv4arqysUCoVUr9GjR2PHjh2wtLQsuQ+AiIiIiIiIiIioguAbG0RvqeTMKFxTrUcLk3HQk5sUmPdiwlKkZD0FAESmBcJUWRMAoJQbQEduCD25CWz12kv5n6Zfg6VeMwCAXKaEgCiZRhTRxo0b0bJlS2l/3rx5UKvV8Pf3R1RUFJydndGrVy989tlnAIAnT56gevXqBZbp7u6OefPmaaXdvn0bbdu2BQA4ODggPj4eADBhwgR069ZNK++iRYvg5uamVS8iIiIiorfd06dPERgYiJSUlNKuChEREZVBDGwQvaVuJG1GhkjFjaTNOB//NR4/DwAA/K36HmmaBK28DSsNxpXE/+F03JdI1cSgvlF/AIBGZOF28k40qTQMMplMyp8p0qAnN4Gp0gEx6TdhrCw4OPAm6OrqwsbGJld6VFQU9u3bBwsLC610tVqN6dOnY8GCBQWW6+DgkCvN09MTXl5eOHXqFHx8fPDRRx8BAJo3b45Ro0ZJ+R49eoTdu3djzpw5r9MkIiIiIqJyITY2Fg4ODggNDS1U/pUrV6J+/foYNmwYbG1tcebMGenY+vXrYW1tDR0dHbi4uCAqKqqEak1ERERlGQMbRG+pdyvPwftVluPdynPwbuU5qGHQEQDQwmQc9OVmWnkr69TGe+bz8Z75ArQwGQddeSUAgFymQPvKPqiktNbKb6v/LgCgQaX+aF/ZBwqZXom353XVqVMHu3btgpGREQ4dOiSljxkzBgMGDMB7771X5DKXL18ODw8P+Pv7Q1dXF3379gUATJs2TSsA5Ovri9mzZ8PAwOC/N4SIiIiIqAyKjY2Fm5tboYMawcHBWLRoEW7duoXbt29jypQp8Pb2BgCcPXsW3t7e2L59O0JCQiCEwMyZBU+rS0RERBUTAxtE9FbKyspC48aNER0dDQCIj4+Hubk5AGDGjBkwNTX9T50kZ2dnnDt3DmvXrs3zeEJCAs6dO4dBgwZJaVFRUYVarJyIiIiIqLwYPHgwhg4dWuj8arUa69evl962btGiBZ49ewYAuH//PtatW4cuXbrA1tYWw4cPx9WrV0uk3kRERFS2MbBBRG8lhUKBhQsXonv37mjfvj3atGkDFxcXHD16FCtWrMDly5fRvn17tG/fHllZWThy5AgWLVpU6PJXrFiBPn36oGHDhlrpGo0GQgjcvXsXTZs2lRYRB4Dz589j8+bNxdZGIiIiIqLStmHDBkyePLnQ+R0dHeHu7g4ASElJwZo1a6Q3oIcPH44+ffpIef/55x/UrVu3WOtLRERE5YOytCtARPQmbd26Vfr/Xr16oVevXlrHP/jgA2g0mlznubq6wtXVNc8yO3bsiI4dO2qlff7553nmzczMREZGBpycnKDRaNCqVStpeqqUlBSsWLGiCK0hIiIiIirb8lqTrjAOHTqEwYMHo2bNmtJUVC+Ki4vDunXrsGPHjnzLUKvVUKvV0r5KpXqtuhARlWdCCK1psYkqCr6xQUT0BnXu3Bk7duyAgYEBfvnlF1y6dAmBgYEIDAzErVu30LVr19KuIhERERFRqevatSsOHDgAAPDy8sp1fMKECXj33XfRvXv3fMtYuHAhTE1Npc3Ozq7E6ktEVFZ5eHjg+vXrpV0NomLHwAYREVEZJYQo7SoQERERlQqlUgkXFxf4+flh06ZNWse2bduGkydPvnIaVy8vLyQmJkpbWFhYSVaZiKjMefz4Me7fv49jx46hdu3aqFOnjrRt2bKltKtH9J8wsEFERFRGcWQNERERvW38/f2xfPlyaV9XV1drXbrLly9j0qRJ2LVrF6ysrAosS09PDyYmJlobEdGbkpGRgR49eiAgIAAAsGfPHrRp0wbvvfcePvnkE2RlZSElJQUjRoxAp06d0KFDB5w7d+6V5W7fvh0jRozIlT537lzMnz9fK23VqlXo3bs3pkyZgvv37yM4OBhLlixB1apVMWjQoGJpJ1Fp4RobREREhXDjxg1ERESgffv2MDY2LvHrvTiyxsPDQ2tO1Dlz5mD48OElXgciIiKikqJSqWBgYAAdHR2t9Pr162PUqFGoVasWmjdvjrlz52LAgAEAgOjoaPTq1Quff/45nJ2dkZycDACoVKnSG68/EVFB0tPT0bt3b4SHhwMA0tLS8OOPPyIgIAAGBgbo0KEDLly4gBMnTsDBwQGbN2/GP//8gx49euDBgwf5lrtq1Srs3bsXtWrV0kq/cOECjhw5gjNnzkhpjx49wnfffYcvvvgCSmX2I+C4uDh4eXnh2LFjMDQ0LIGWE705DGwQUYXx6ZGs0q5Cidrgqnh1JioWGRkZ6N27Nz7//HN07NgRfn5+OHnyJFq0aIEZM2bgr7/+gomJCYQQGD16NNq1a4dhw4YVWOa+ffvg6+sLExMTLF26FO+88w7Cw8MxYsQIpKenQ6FQYMeOHdLIwxdH1kybNg1yuRy//PILlixZwpE1REREVO41bdoUK1euRJ8+fbTSmzVrhnXr1mH69OlISEhA//79pTc4du7ciSdPnsDb21trQXFO30lEZdHGjRsxZ84cAIC+vj5+++03AIBGo0FsbCysra1x69YtjB49GgBQs2ZNJCYmFlimu7s7nJycsHXrViktJSUFH374Ibp27YotW7bA09MT+vr6GD58OAYOHKh1/syZM/HZZ59xzSGqEDgVFRFRKXieFV3aVaB8pKenw93dXWsO5tjYWOzZswfe3t5o2LAhgoKCAACenp64du3aK8uMjo7G1KlTcfz4cfz222+YMmUKAGDlypUYNWoUAgICMGDAAKxYsQLAvyNrdHR0oFQqIZfLpZE1e/bs4cgaIiIiKneEELC3t5f2Q0NDcwU1cgwdOhQhISGIj4/Hhg0bpHufKVOmQAiRayMiKmt0dXVhY2OT57EVK1agffv2qF27NoYMGYJly5bh/PnzmDBhAjw9PQss18HBIVfasmXL0KxZM8ybNw9Vq1ZFjx49oNFo0KdPH3zwwQdSvr/++gv37t3DyJEj/1vjiMoIBjaIiF6SnPEIgc9mvDJflkjHtfivcTluNu6q1kqdqscpB3A5bjYuPfsc4amHAQAPknfi0rPPoc6KwzP1tZKsPhWDjRs3omXLltL+vHnzoFar4e/vj6ioKDg7OwMAvv76a/Ts2fOV5Z0/fx4dOnRA1apVYW5ujipVquDx48eoVq0a/v77b6SkpODy5ctwdHSERqPhyBoiIiIiIqIK6OjRo9i7dy/8/PwAAH369IGfnx/+/vtv/Prrr1pvoxXWpUuXMHHiRFhYWKBv3764c+cOsrKyMHnyZK18Xl5eWLx4sdY0x0TlGQMbREQvSEi/g+DkH5GhSXll3pBkf5jo1IKz+TfQlZviado5ZGpSEfn8OJzNv0FL84V4lPIbsjRpUGXcQ3WDLkjIuIO0rGgYKCzfQGvodeQ3siYqKgr79u2DhYWFlJbXaJm8JCUloUaNGtK+mZkZIiMj4e7ujnv37mH16tWIj49Hp06dOLKGiIiIiIioAjp//jy++OIL/PrrrzAwMJDS69ati2vXrkmLehdVo0aNcPv2bQDA7du3YWBgAD09Pa08t27dQmZmJtq1a6eVduzYsddsDVHpY2CDiOgF+goLOJl5FSrvs/SrqKbfEQBQRc8ZcenXIJfpQoMMPM+KRmpmOJRyA8hlehBCQINMJGWEwESnbgm2gEpKnTp1sGvXLhgZGeHQoUNFOtfExAQpKf8GyzIzMyGEwKeffootW7Zg1qxZ+PrrrzF27FgolUqOrCEiKgWczoaIiIhK0oABA5CcnAwPDw+0b98ev//+OwDg4sWLePjwIUaMGCHlPXLkCBYtWlSocj/77DMcOXIE7777Lvr374+1a9dKxzQaDYQQCAoKQps2bbTOO3LkCH7++ediaBlR6eDi4UT01rqrWo+UzDCttEamEyGTFS7mm6VJg74ie/S+UmaIdE085DIlLPXeQWTqUWSK56im3xEymQyW+u8gOu08zPWa4XHqAejJzVHH+MNibxMVv6ysLDg5OeHEiROwtLREfHw8zM3Ni1RG69at4evrmx3g0mhw8eJF2NvbIyUlBX///Tc6duyI48ePQy7P/d3Lb2RNVFQUunTp8p/bR0RE2RYvXgxzc3NpAU8iIiKi/+rFRb4jIiLyzNOmTRucOHFCK83V1RWurq555u/YsSM6duwo7VtYWODAgQN55s3MzERGRgY6deqEzZs3o1WrVpDJZNBoNMjIyMC2bduK1iCiMoSBDSJ6azUw+W8PLpRyA2SJNMhllQBoICAQlx4EDTJRz3g4AOBmwnKoMoJha+gKc92mSM4MRXJGKFQZwcXQAnoTFAoFFi5ciO7du8PAwABdunSBi4tLvvlzblyHDRsmpVlbW6NVq1YYMGAAMjMz8c4778Da2hqLFy/GhAkTEBISgnr16mnd9L5qZM39+/cZ2CCiCuvGjRuIiIhA+/btYWxsXOLXE0Jg+/bt8PHxgYODAxQKhXSsS5cuWiMfiYiIiMqLF98C+fPPP0uxJkTFj4ENIqLXZKJTH/HpQbDUb4uE9LswUFhCI9RIzngEjchEpkhFUmYocmb9i0+/CQv9NohRB3JKoXLgxSBDr1690KtXrzzz+fr6au2/GNB40fr163H06FGkpqbCzc0NAPD+++9Lc6G+jCNriOhtkZGRgd69e+Pzzz9Hx44d4efnh5MnT6JFixaYMWMG/vrrL5iYmOC7777D+vXrYW5ujnXr1qFu3fyndvTy8sKff/4pBUVypnoYOnQo0tLSEBcXh+XLl0uB6t9//x1mZmbo378/PDw8oFQq8ejRI3Ts2BHTp08v+Q+BiIiIiIiK5I0ENp4+fYpHjx7B0dERRkZGb+KSRETF6kqcN1qaz9dKszPsjhsJi6HKeIAnaafgZDYbRsoaeJp2Hmdist/YsDboDBOdWsjQpEBXURk6MhOka1TQlZuVQiuotL24IPircGQNEb0N0tPT0bt3b4SHh0tpsbGx2LNnD5RKJa5du4agoCCYmJhgzZo1uHz5MsLDwzFlypQC1zu6cOECjh8/DjMzMynt+++/x5AhQzBkyBAcP34c8+fPh4uLC7KysjBnzhyYm5tDLpdL0wJ++umnWLVqFerVq1di7SciIiIiotdT5MXDY2Nj4eDggNDQ0ELlX7lyJerXr49hw4bB1tYWZ86ckY6tX78e1tbW0NHRgYuLC6KioqRj7u7ukMlk0sbpNojoTWpnoT3lxMtBDQAwUtqhReV50n+NdRwglyngaDoZLpbb4WK5XZqSSkduBAu97BH3zSt/BUfTKW+kHUQVERf4JapYNm7ciJYtW0r78+bNg1qthr+/P6KiouDs7Izjx4+jb9++MDAwQN26dREZGYmsrKw8y3v+/DmuXr2KXr16oVWrVtLCm+PGjcOQIUMAAE+ePEH16tUBAHPnzkXz5s21yvjhhx9gaWkJd3f3kmgyERERERH9R0UKbMTGxsLNza3QQY3g4GAsWrQIt27dwu3btzFlyhR4e3sDAM6ePQtvb29s374dISEhEEJg5syZ0rmXL19GUFAQ4uPjER8fj99++60oVSUieiP0FOawNnCBodK6tKtC9NZYvHgx1q9fX9rVIKJioKurCxsbm1zpUVFR2LdvHywsLAAASUlJqFGjhnTc0NAQMTExeZapVquxY8cOnDlzBmfPnsWPP/6IkJAQ6XhcXBy+/vprqV9ibW2NL7/8UjquUqnwzTffYPny5cXSRiIiIiIiKn5FCmwMHjwYQ4cOLXR+tVqN9evXS52VFi1a4NmzZwCA+/fvY926dejSpQtsbW0xfPhwXL16FQAQEREBIQQaN24MMzMzmJmZcQorIiKiMujGjRs4fPgwkpKS3sj1chb4NTMzg4ODA+rUqSNtY8eOfSN1IKKSV6dOHezatQtGRkY4dOgQTExMkJKSIh3PzMzM9+0tU1NTvP/++wAAPT091K1bF3fu3AGQvZ7HkCFD4OvrK63RMW7cOBgYGEjnr1ixAh9//DGsrKxKqnlERERERK+NsxhkK9IaGxs2bICDgwOmTCncFCqOjo5wdHQEAKSkpGDNmjXo27cvAGD48OFaef/55x+pcxEYGIisrCzY2toiPj4evXr1wvfff4/KlSsXpbpERET52nk9sbSrUKKGOJkWe5klscDvuXPnMHHiRBgYGGDWrFlwd3dHcnIyF/glektlZWXByckJJ06cgKWlJeLj42Fubg4bGxvMnz8f06ZNQ2JiIkJDQ6W3OV526NAh7N27F5s3b0ZUVBQuXryIVatWISsrC56ennB1dcXAgQPzPFcIgW3btkkDroDs330bNmzA+PHjS6TNRERE9ObsvBr+6kxU7IY0ty3tKlQoHh4e8PX1hZOTU2lXpVQV6Y0NBweH17rIoUOHYG1tjcjISOmV7xfFxcVh3bp10kjLu3fvwsnJCQcPHsRff/2FkJAQeHl5FXgNtVoNlUqltREREZUVzzOT8DDpKuLUUa/O/ILE9OgSqlHRpKenw93dHWFhYVJazgK/3t7eaNiwIYKCghAUFIQ1a9bgwoULWLduXYGDITIyMvDhhx9i165dOHnyJObPn4/nz59j+/btGDJkCP78808sXrwY8+dnr3GTs8Cvjo4O5HI5lMrs8Rlc4Jeo4lAoFFi4cCG6d++O9u3bo02bNnBxcUHr1q2hVqsxatQouLu7Y/jw4VAqlThy5Ii0hkaO7t27Q0dHBw0aNEDPnj3h5+eHGjVqYPPmzdi/fz/27t2L9u3bw8PDQzpHo9FACIGnT5/C3Nwcpqb/Bodv3LgBPz+/N/YZEBERERUnRdpz6MeWjX4l/XePHz/G/fv3cezYMdSuXVtrFoMtW7aUdvXeqCK9sfG6unbtigMHDmDixInw8vLCsmXLtI5PmDAB7777Lrp37w4A8PLy0gpkLF26FB4eHli7Vnsx3xctXLgQc+fOLZkGEBERvSQ85Q7OxOyCjkwXSrkeethMhK5cP8+8ienR+D1iFeqbtMXFZ7/C2bwn6pq0xj3VX7jy7BAUciVMdCzR1Xo0HqXcwOmnO/CelSeq6ddCdFooTHUt33Dr8rZx40bMmTNH2p83bx5SUlKwd+9eaYHf77//Ps8FfhUKRa7ybt26BRsbG9SvXx8A0KpVK1y6dAnjxo2T8uS1wO+jR4+k41zgl6hi2Lp1q/T/vXr1Qq9evXLlOXz4MH7//XcYGhrigw8+AAC4urrC1dVVK59cLse6detynf/pp5/i008/zfP6mZmZyMjIQLVq1eDk5ISWLVtCoVBAJpNBpVK9cpAVERERUWG18ZmGm2OmI6W6HQDANPgu2npPxZGdRwp5/nQ8bdUOoW79pDTHjasgy8zCzbHZb7G3nvcZjB89RMCaH2Eb8AciOnQp/oa8hV6exWDPnj1YtmwZ9PT04ODggM2bN0MIgREjRiAsLAzPnz/H0qVL0aFDhwLLXbBgATIzM+Hr6wsASEtLQ79+/ZCQkIDGjRtj7dq1kMlkAIBVq1ahd+/emDJlCqZNmwa5XI5ffvkFS5YswaBBg0r6IyhTivTGxutSKpVwcXGBn58fNm3apHVs27ZtOHnyJDZv3pzv+ZaWlnj27BnUanW+eby8vJCYmChtL44oJSIiKm5X44+gj91n6F9zDvQVRniQdDnfvLHqMLxfbQScq7ihdZXeCE25jkxNOu4knsOAml9iYM2vkJgejajn9/Ew+So6WA7Bw+S/8TD5b9Q2bvkGW5W/kljg9+W8ZmZmiIyMlPa5wC8RvUihUKB3795SUKM41apVC+fPnwcAbNq0CVeuXEFgYCAuXryIO3fu4JNPPin2axIRERFVvRoIJ7+F0FEVbqpku6O/Qyc5SSuo0WzFAlifPamVzygqArHNWsHs3h0o0tKQaVSpWOv9Nnp5FoO0tDT8+OOPCAgIwOnTp/Hw4UNcuHABR44cQaVKlXDy5Els3boVn332WYHlfvbZZzh06JBWmo+PD1q2bIlz587BysoKu3btAgA8evQI3333HXR0dKBUKiGXyxEXFwcvLy/s2bMHhoaGJdP4MqpEAxv+/v5aDxt0dXW1RmxevnwZkyZNwq5du7QW5xs0aBDOnj0r7V+4cAFWVlbQ09PL91p6enowMTHR2oiIiEpKL9tpMFBk3xymZCbASJn/OlC1jVuimkFtPHn+ANfi/0B9k3ehlOuit90MKOW6EELgeVYSjJSmkEOBTKFGlsiAXKaEXJb7TYey5L8s8FtQXi7wS0REREREFUmLpb7o/OkAWJ8/hXdnTUDnTwdAJgTOrMh/sPeLDGKeoNU3XkiqWQs1D+2DLDMTAHB/4Md44DFUO7MQkGVmwvp8ACI7vF/cTXlrbdy4ES1bZg8+1NfXx2+//QYDAwNoNBrExsbC2toaVlZWuHPnDlQqFS5cuCCtP52f8ePHY/To0Vppf/zxBz7++GMAgJubG44ePQqNRoPhw4fnWitu5syZ+Oyzz2BnZ1eMLS0fiiWwoVKpkJGRkSu9fv368PX1xb59+xAaGoq5c+diwIABAIDo6Gj06tULn3/+OZydnZGcnIzk5GQAQJMmTTBt2jScPXsWv/76K7y8vLSmpSAiInqTjj/Zgt2P5mttOWtf3FcFAgBqGBV8swIAD5OvIjUzEXpyA630K3GHYGNYD2a61VDfpC2uPDsEHZk+VBkx2Pd4CbJEZvE36j/KyspC48aNER2d/TnkLPDbtm1bnDhxAgBeucBvw4YNcfv2baSlpQHIXkjcwcGhSAv8TpgwQUrLyMjAd999V5zNJCIiIiIiKhZ/f+aLExv2IOpdF5xftAYnNuxBTIs2EHlM25uXpv9bgkeufXDnk7HQS4xH6/nZbwKk2NTIlfdZ42YwfvwQGcYmaOM7A/V2Fi54QvnLbxYDIHvQXfv27VG7dm04OjrCysoK//vf/3DkyBF89NFHBZab15rWL85ukDOzgUajQZ8+fbTeXv7rr79w7949jBw58j+0rPwqljU2mjZtipUrV6JPnz5a6c2aNcO6deswffp0JCQkoH///tIbHDt37sSTJ0/g7e2ttaC4EAJffPEFQkJC4OrqCmNjY4wfPx6zZ88ujqoSEREV2fvVhueZHpP2GBdj98GjRuHmXn/Xoj9sDOrhr9h96G03AwDwKCUIwUmX0L9G9t+56oZ1McjeF7cTT+Mf1QVY6NVErDoMVvq5b3ZK04sL/BoYGKBLly5wcXEBAGmB3/v372st8Hvt2jXMmjVLKkNXVxfDhw9Hz549YWdnByEEWrdujU2bNmH//v2IjIzE3r17YWlpiV9++QVA4Rb4HT9+/Jv9MIiIiIiIiEqY+e3rOL1yC9JNK+NBnyFw670m37w3Jn4By8sXYBD7FAl1G8Lm1FHcGzLiDdb27XH06FHs3bsXx48fBwAsXrwYQ4YMQe/evSGEQMOGDXHr1q08153MT87sBrq6utLMBkqlEpMnT8aPP/4o5fPy8sLixYul9TfeNq8V2Hh5SonQ0NB88w4dOhRDhw7NlT5lyhRMmTIlz3N0dHSwadOmXOtxEBERlRVx6igcifwOPW2mwFBZ8PSHp5/ugLledTQ264jnWcnQVxgBACJT7+FM9E542M2CUq4r5X+Y/DdqVWqBf1QXoJApIYSmRNtSFMW5wC8AzJ49G506dcLjx4+xdu1ayOVyLvBLVAFNO/i0tKtQYlb0rNjT4Qkh3trOMhERUUm4OHfFa52nqlUPpg/vI8WmBiyuXkSynX2B+Y0fPUR8/UYweXAP4N/yEnH+/Hl88cUXOHLkiDRtckpKCv7++2/07t0b165dw7Nnz4p8L5UzE0K/fv2kmQ1eduvWLWRmZqJdu3ZaaVFRUejS5e1YLL5Y3tggIiJ62xyNWg+1JhVHo9YDABqZdkCTyp1xMGI1Olp9BCOlmZTXuYobDkeuwe3E09CVG6JLtezXRH+PWAUduT4OhGff2Laq4o5axs2RoUmDodIEVvq18CglCK2r9n7j7fsvchb4Lay2bduibdu2hcr78gK/RERFYR1yG6bPohDSqA3UhrkX0TR/8ghx1WqWQs3KLg8PD/j6+sLJyam0q0JERPTW6PzpAJzYsEcr7frEL9BqwSw4bvSDIu05Lvosy/f8nKBGYu0GcF7sjSet25d0ld9KAwYMgJGRETw8PAAAs2bNwuTJk/Hxxx+jUqVKqFy5MlasWAG5XC4NEhw2bNgry500aRJ69+6Ny5cvY/v27Thw4IB0LGcWg6CgILRp00brvCNHjuD+/fsMbBAREVH+Btn75Jne02ZSrjRDpQn65TFd1ei6eb863NA0+6azveUgAINev5JEROXYkBWTcWToTMRb1UDtoPNw27oA6XqGyNDTxw9frEO6vlGB58uysjBpVh8c/GgWHjRthw77N6LOjXMIr90EvTf5YuXyQ6h16yLct8zDbyN9EVbHCTYPbzKw8YLHjx/j/v37OHbsGDw8PLRGG86ZMwfDh+c9VSMREREVzYGDF7T2Xw5qAECynT1OrtuV5/kh7tprEybVrCX9/5/bfy+GGlKOF2cxiIiIyDNPQEBArrSCAhovH2vYsCFOnTqF48eP49SpU6hdu7Z0LGcWg06dOmHz5s1o1aoVZDIZNBoNMjIysG3btqI0p1xjYIOIiIiIiMq09/ZvxAafH5FqYg7P5RPR5MJhXOnUv8Bz3v95NWwe3pT2jVTPsM1rAzQKJWxCbqF66J3/Y+++w6Oo2jaA31vSK4GQRgtVCBA6Ih2RLr0XIYCC1BekRemIIKI0QZoUAUWkI0hvBpBO6DWFJIQU0vtu9nx/5MvIshMImGRT7t977fW6Z87OPufezbCzZ2cG1S4fw4Eh0+Fx6Shso8JwpVWv3B5Ktmk0GnTp0gVTpkxBixYt8Mcff2Dx4sUwMzODu7s7NmzYgJSUFIwdOxb+/v7QarVYuHCh3ukI5GzZsgWnTp3Chg36FxGdM2cOlEql3vUPly1bhi5dumD8+PGYMGEClEoldu/ejUWLFqFPH068ExEREeUWFxcXDBw40KB96NB/r5Vy9OjRvCwp3+HEBhERERER5Rtd186Am99tlAx+jJLBj6E1McOez+YhydYBAGATHY5YB+fXrqPU45uocv0Mbn7QUWo7PHAqTFMSUe3cn7CNCsPTSp6o9fc+mKSlQK1Jg1ZtCp0qf+wepaWloUuXLggODgYApKSkYOvWrTh9+jQsLCzQtGlTXLhwASdPnpQmOR48eIAOHTrgyZMnWa532bJl2LVrF8qXL6/XfuHCBRw+fBh///231BYYGIhVq1Zh6tSpUKszcomKioK3tzeOHz8OS0vLXBg5EREREVH25I9P7kRERJQv8AK/RGRsez+bB0D/VFSZap77E1Ao8Ngz6/NEq9NS0OMnb2yZvAptf/teb5ltVDhqXPgLCXbFAQDXmnVDt3UzEFilDhwigvHprP74ecZm6NQmuTCyt7N+/Xp89dVXAABzc3Ps27cPQMZ5lSMjI+Hi4oI7d+7gs88+AwCULVsWsbGxr11n586d4enpqXcKhcTERAwcOBBt2rTBxo0bMWDAAJibm8PLywu9e+uf1mLSpEmYPHkySpcunYMjJSIiIiJ6e0pjF0BERERERPQmLv530Wb7EmyZJH99okwfb/wa5zoOkb1WRqSrO7ZMXYM0c0tUu3wCgVXrYdl3fyLE3QMVb57D87LvwTXgXm4NIdtMTU3h5uYmu2zJkiVo0qQJKlSogH79+mHx4sU4f/48Ro8ejQEDBrx2ve7u7gZtixcvRq1atTB37lyUKFECHTp0gE6nQ9euXfHRRx9J/f755x88fPgQw4YN+2+DIyKifEsIYewSiIiyjRMbREREVOAkpUcauwQiymW/TVguHa3hGPIEA74fg83T1iLRrsRrH1ft8jE0PPorRk/rhveunkK3dTPhfvcSpoxqDuuYCACAZUIMkmzsAQAel47iboOPAIUC6WoTKHTpuTqu/+LYsWPYtWsXli9fDgDo2rUrli9fjmvXrmHv3r1618fIrsuXL2PMmDFwdHREt27dcO/ePaSnp2PcuHF6/by9vfHtt9/qXUCciIgKl+7du8PX19fYZRARZQtPRUVEREQ5JlUXh2txKyGEDsVNq6GKVbcs+yanR+Fm/M/QIR0KKFDbdiTMlHYAgOCU83iRdg+ethm/DH6QuBsRabdQz3Yc4tNDYKV6/fn1iahw6bf0f7BIjEXfZRMAAJdb9cY/7QZi0LcjsPezeYgvVlLqO3/9xX8ft2QcLn3YB/7VGuDg4K/w2awB0JiZ46FnUzyp8QEAwDw5AQn2jnha0ROVr5/Bsd7j83Zw2XT+/HlMnToVhw8fhoWFhdReqVIlfPvtt1i0aBFKlHj9pI+catWq4e7du2jZsiXu3r0LCwsLmJmZ6fW5c+cOtFqt3oXJ79y5g9DQULRu3frdB0VERPnG06dP8ejRIxw/fhzdu3fXm8j+6quv4OXlZcTqiF7vt+vBxi6hSOpXu5RRn58TG0RERJRj7iRsRSmzxiht0Qw34tYiWvMYxUwqyvb1Tz6K0ubN4WreAIHJp+CfdBTvWfeCf9JRPE+7Ckulo9Q3RvMEpc2bIUrzCBqRCEfT6nk1JCLKB5Z/d0C2fcvUNa993G8Tlkv/fadhG9xp2Magz5VWvQAAhwZ/iUODv/wPVeauXr16wcrKCt27dwcATJs2DZ06dcLFixfh5+eHdevWSX0PHz6MGzduYNq0aW9c7+TJkzF06FBs27YNMTExWL16tbRMp9NBCIFbt26hYcOGeo87fPgwHj16xIkNIqIcoNFo0KVLF0yZMgUtWrTAH3/8gcWLF8PMzAzu7u7YsGEDDh48iB9++EF6zM2bN3Hw4EE0atQoy/Vu2bIFp06dwoYNG6S2uLg4tGzZErt27UK5cuWk9mXLlqFLly4YP348JkyYAKVSid27d2PRokXo06dProybiOi/4MQGERER5ZjItLvwtBkOAChpWguRaXeynNgwV9ohThuIkqImYrT+KG7yHgDAyaw2bNWlEZxyTuorICCQjjhtIFzMG+T+QIiI8oGXL/IdEhIi26dhw4Y4efKkXlu7du3Qrl072f4tWrRAixYtpPuOjo44cEB+4kir1UKj0aBly5bYsGED6tevD4VCAZ1OB41Gg82bN7/dgIjeQlhYGAIDA+Hh4QErKytjl0OUa9LS0tClSxcEB2f84jwlJQVbt27F6dOnYWFhgaZNm+LChQvo3LkzOnfuDAAICAjA8OHD8f7772e53mXLlmHXrl0oX7681BYREYG+ffsiKipKr29gYCBWrVqFqVOnQq3O+KowKioK3t7eOH78OCwtLXN62ET0H8WmRcDO1PHNHQsxTmwQERHRO7kd/wvi05/ptSkVJlApTAEAJkpLpGiis3x8SdNauJ+4EwHJJ6DVJUkTG5YqRyS/cg0NZ7N6CE29BEfTGvBPOgpzpT3es+6VwyMiIqKXDR06VPrvo0ePGrESKugiIyNRv359nDp1Su8X4llZunQpZs+eDVdXV4SGhmL//v1o2rQpAODMmTMYOXIkIiIi8OWXX2LixIm5XD1R7lu/fj2++uorAIC5uTn27dsHIOPIucjISLi4uOj19/b2xoIFC1573aPOnTvD09NTb5LcxMQEu3btQteuXaU2nU4HLy8v9O7dW+/xkyZNwuTJk1G6dOn/ODqioiVJG4c/n/0EIQRKW72HD0p0zbJvvCYKR59vQrrQQgkl2rt+Biu1La5Hn8D9uItQQIFSlpXRxLEHbsWcxY3ok2jnMgxKhRKpumTYoWhPbPDi4URERPROqtt8gkb20/RuSqik5UK8/gK8txI2w9NmGCpadkQVqx64nfBLln3LWbRCTeshsFKVhA7piNH659g4iIiI3pYQwtglFBiRkZHo1KkTAgICstX/8ePHWLhwIe7cuYO7d+9i/PjxmDFjBoCMX5t37twZ/fr1w4ULF7Bt2zacOnUqF6snyn2mpqZwc3OTXbZkyRI0adIEFSpUkNru37+P2NhY1K9f/7XrdXd3N2izt7eHvb29XptOp0PXrl3x0UcfSW3//PMPHj58iGHDhr3FSIgIAE6F/Ypqth+gT9lpiNNE4lnykyz7Xo8+jhp2TdG7zBRUsqmH69HHkKCNQWjyE/Qt443eZabiQdwlxGui8Dj+Gho7dkNg0h2EJD+Gq4X8mRGKEk5sEBERUY6xVrkiRpMx6RCtfQwLVda/IEkXKYjVBkIIgUjN3TeuO1JzDw4mVaD4//8REREZS/fu3eHr62vsMgqEvn37on///tnun5qairVr10pf9NapUwcvXrwAAGzbtg2urq6YMWMGKlWqhJkzZ+Lnn3/OlbqJjO3YsWPYtWsXli9frtf+448/YsSIETn2PGq1GuPGjdNr8/b2xrfffvvaI0KISN7TpHt4zzbj2mTlrTzxNDHrfV1LtR3CU58iTZeKsJQAFDd1hbXaHh1cP4NCoYBWaJAu0mGmsoJSoYJWl4YEbSxs1MXyajj5Gk9FRURERDmmvGV7+MavQ0lTTzxLvYgP7KcDAK7F/YRq1v1grrSX+r5n1Rt3ErYgKT0SVioneNoOz3K9Gl0SzJX2MFXYIE0XDzOlXW4PhYiISNbTp0/x6NEjHD9+HN27d9f74u+rr76Cl5eXEavLf9atWwd3d3eMHz8+W/09PDzg4eEBAEhMTMTKlSvRrVs3AICvry9atmwpZd6gQQNMmzYty3WlpqYiNTVVuh8XF/euwyDKU+fPn8fUqVNx+PBhWFhYSO0ajQaHDh3CkiVLcu2579y5A61Wi8aNG+u1hYaGonXr1rn2vEQF0YnnW/EiTf/0zCqFCdTKjNMzm6kskaDN+vTM5a09cS5iF3yjTyBVl4RSllX0lp+L2AXPYi1hqjSDh11jXI46jNKWVRCU9AAP4i+jnUvRPqqKExtERESUY0qYVkU9u/GI1jxBY4s2MFdl/JKkju3nMn2robnDN7LrKW5aFcVNq0r3TZSWcDKrDQBoaD8pFyonIspbnx5+/en6Crp17VRv7vQONBoNunTpgilTpqBFixb4448/sHjxYpiZmcHd3R0bNmyAEAJDhw5FUFAQkpOT8d1330nXZ8jK119/Da1Wi9mzZwPIuHhvjx49EBMTg+rVq2P16tXSl+nLli1Dly5dMH78eEyYMAFKpRK7d+/GokWL0KdPn1wZd0Emdzqc7Dh06BD69u2LsmXLSqeiiouLQ7Vq1aQ+tra2ePbsWVarwIIFCzBnzpx3en4iY+rVqxesrKzQvXt3AMC0adPQqVMn/P3336hRowZMTEykvocPH8aNGzdeO8mXHTqdDkII3Lp1Cw0bNtRbdvjwYTx69IgTG0Sv+NB5oEHbz0+mSv+te8PpmY8//wVd3MbATGWJqNRQnAjbiq6lMo6guhPrgzhNFFqU7AcAqGhTB6Ut30Ng4h3civ0b5kpLJKcnwEJlnYMjKlh4KioiIiLKUVYqJ5Qy/0Ca1CAiIsoJaWlp6Ny5M4KCggBkTD5s3boVp0+fxtmzZ+Hn54cLFy7g8OHDsLa2xqlTp7Bp0yZMnjz5teudPHkyDh06pNc2a9Ys1K1bF+fOnYOTkxO2b98OAAgMDMSqVatgYmICtVoNpVKJqKgoeHt7448//oClpWXuDL4IatOmDQ4cOAAg47Q4QMYpc8zMzKQ+5ubmSEpKynId3t7eiI2NlW6Z7x2i/GjTpk1o0aIFACAkJAQPHz6Ej48PfHx80KlTJwBAq1atpAuLZ2rXrl2WkxotWrTQu3h4ptOnT6NcuXJ6bVqtFhqNBi1btsTNmzdRv359NGjQAPXq1cMvv/yCkSNH/ucxEhUFDqYuCEsJAAA8S34CO5MSWfbV6FIRlpJxeuanSfekUy4/ir+KO7Hn0MH1U70jQx8nXEcFm4wf/CkUKgihy72BFAA8YoOIiIiIiIiylJweBguVk7HLAACsX78eX331FYCML7Uzv+DT6XSIjIyEi4sLzMzMcO/ePcTFxeHChQvSaY2yMmrUKHh4eOhd3PrIkSPYuXMnAKBTp05YvXo1+vTpAy8vL/Tu3Vvv8ZMmTcLkyZNRunTpHBwpqdVqNG/eHMuXL0f37t2xePFiODg4ICIiQuoTHx8PU1PTLNdhZmamNxFCRFkbOnSo9N9Hjx41YiVEBVtdh7Y4HPoz3K1q4kH8JfQtkzE5f/DZGrQo2RdW6n9Pq9zUsSdOhf+KOE0k7E2c0NZlKNJ0KTgcuh72Jk7YHZRx2rnmJfvAybwcVAo1VAo1rNR2SNLGwUJlY5Qx5hec2CAiIiIiIiqgEjSBuBu3HA2Kf//afukiDbdivoNWJMJaXQZVbEbo/QLwReo1BCbuRR2HuQhJOobg5EOoZjseCoUSWl1SvpjYMDU1lS4o/aolS5agSZMmqFChAlxcXODk5IQff/wRvr6++Pxzw9Mhvszd3R1nzpzRa4uPj0eZMmUAAPb29nj27Bl0Oh26du0KBwcHPH78GADwzz//4OHDh7yAdQ76/fffERwcjC+++AJAxuuuUmWc2qx+/fr49ddfpb7Xr1/P8j1BRERkDGWsqqKL21iEJj9BHYePYK22BwB0dB0h23ew+zyD9rGVf5Jdd+ZFyYv6tTUycWKDiIiIiIioAIpJu4eAxN3Q6BLf2Nc/4XfYmpRHeet+8Ev4DWEp5+Bs0QQAoNHF40HcepipigMAIlIvooL1AESl3YBaYQk3yza5Oo7/6tixY9i1axdOnDgBAPj222/Rr18/dOnSBUIIVK1aFXfu3JG+HM8OW1tbJCYmwtTUFFqtFkIIqNVqjBs3Dlu3bpX6eXt749tvv9WbJKLsiYuLg4WFhd61AgCgSpUqGD58OMqXL4/atWtjzpw56NWrFwCgc+fOGD16NI4fP47mzZtj0aJFaNu2rTHKJyIiypK9aUnYm5Y0dhmFHq+xQURERERUhAghjF0C5RBzlSM87b2z1fdF2nU4m7cAABQ3q4eotBvSsvtxq1HGqrN0XwEV0kUqUnXR0mRHfnX+/HlMnToVe/fuhYWFBQAgMTER165dAwDcuHEDL168eOuJh0aNGuHkyZMAgHPnzsleAPvOnTvQarVo3LixXtvx48ffdThFSs2aNXHw4EGD9lq1amHNmjWYOHEiateujbJly+L77zOOSCpRogSWLFmCDh06wMnJCQ8ePMD06dPzunQiIiLKB3jEBhERERFRETJmzBh06tQJ7du3N3Yp9Bbux61Folb/wsfV7MZAocjeb9XSdSkwVzkCANQKS6TpogEAocmnYKoshuJmdRCWcg4A4GLREoGJe1HMtDqi0+4gLOUcPOzG5eBock6vXr1gZWWF7t27AwCmTZuGcePG4ZNPPoG1tTWKFSuGJUuWQKlUShfQHTJkyBvXO3bsWHTp0gVXrlzBli1bpItYAxnX8xBC4NatW2jYsKHe4w4fPoxHjx6hdevWOTbGwuLVSdWXr2nyqv79+6N///6yy0aOHIm2bdvi/v37aNq0KaytrXOyTCIiIiogOLFBRERERFREJCYm4q+//kL9+vVRvnx5KJX/fik+ZMgQ/vI5H3vP9rP/9Hi10gLpIgVKhTUAHQQEktPDEZJ8DLWLzUaaLkbqW9L8fRQzrYGotBt4lnwcaoUVNLp4mCjzxwUqMycoACAkJES2z+nTpw3aXjeh8eqyqlWr4syZMzhx4gTOnDmDChUqSMu0Wi00Gg1atmyJDRs2oH79+lAoFNDpdNBoNNi8efPbDIfegbu7u+xRNEQ57bfrwcYuoUjqV7uUsUsgogKAp6IiIiIiKgR4eiF5+SkXjUaDDh06SF+4/vHHH2jYsCGaNWuGwYMHIz09Hfv370eLFi2km4ODAy5cuPDGdf/1119o2bJlls+VacOGDWjUqBEGDRqER48e4fHjx/j111+hUqnw2Wf/7Ytzyt9sTaogOu0WACAm7T4sVCURmXoZOpGKG9HzcDvmByRoA3A/bjUAIDL1EhzNMo5GUChUENAZrXZjcXFxwcCBA/UmNQBg6NCh+Oabb+Dk5ISjR4/i8uXLuHTpEq5cuQJfX1/UqlXLOAUTERERFSGc2CAiIiIqBLp37w5fX19jl5HvfPvtt1i7dq2xy0BaWho6d+6MoKCMUwmlpKRg69atOH36NM6ePQs/Pz9cuHABnTt3xunTp3H69Gls2rQJderUwfvvv//adb948QJjxoyRJnFefa5M8fHxmD9/PkxMTKBSqaBSqZCWlobPPvsMv/76K0qW5AUOC4urUTMM2kpbtseThG14HL8V/ok74GbRFqUtO6JB8e9R12EeqttPhLW6HN6zHQkhBBRQQ6lQw1RZLONoDYWtEUZCREQvi0kLh1+CL5K18bn2HLFpEbm2biKinMSJDSIiIqIC7unTp3j06BGOHz+OChUqoGLFitJt48aNxi7PaIQQ2LJlC+zt7eHu7q6Xy8iRI/O8nvXr16Nu3boAAHNzc+zbtw8WFhbQ6XSIjIyEi4uLXn9vb28sWLDgjRc9HjlyJCZNmpTlc2UaPXo02rZtq9e2cOFCdOrUyaAvFSyNHVfr3a/rMM+gj5W6NOoUmyv9v42J/ml8LFQlpccpFAo4WzQFAHjYjUPtYjPf+uLbRESUsx7HX8Px57/gRWoIfn+6EHGayCz7xmuisCvoB+x4ugg7ny5GojZOb7l/wi388fQ7AMCtmLPY4j8bESlBeJEagsT02FwdBxFRTuHEBhEREdF/kFunF9qyZQuGDh2q1xYXF4e6desaXHB12bJl6NKlC8aPHy+dXmjRokUoUaIE+vTpk5PDzbbcyOXcuXOoXbs2PvjgA+zfvx8AEBYWhl69eqFly5Zo3bo17t27J/X/888/YW9vj549e0q5nDhxAunp6Zg4cWKujv9VpqamcHNzk122ZMkSNGnSRO90N/fv30dsbCzq16//2vVu3rwZzs7OehcCz+q5ateujeHDh0v3AwMDsWPHDnz11VdvOxwqoMxUDnCxaA5LtcubOxMRUb4SnRaGj91GoX7xDnC3romQpMdZ9r0efRw17Jqid5kpqGRTD9ejj0nLktMTcCr8VwhkHOn5OP4aGjt2Q2DSHYQkP4arRcVcHwsRUU7Ik4uHh4WFITAwEB4eHrCyssqLpyQiIiLKdWlpaejSpQuCgzMuLPny6YUsLCzQtGlT6fRCnTt3BgAEBARg+PDhrz290LJly7Br1y6UL19eaouIiEDfvn0RFRWl1zcwMBCrVq3C1KlToVZnfLSLioqCt7c3jh8/DktLy5we9hvlRi4ajQYDBw7E4cOHUa5cOTRp0gQfffQRvL290blzZwwaNAhHjhzBmDFjpMmLr776Cg4ODlAqldJFsj/99FMsW7YMlStXzpsw3uDYsWPYtWsXTpw4odf+448/YsSIEa99bGBgINauXYsTJ07g+fPnb3yuCRMmwMfHR7o/e/ZsfPnll7CwsHi34olyge/zVGOXkKs8nc2MXQIRFVD1i7dHutDCP+EmQpIeob5D+yz7WqrtEJ76FOV0NRGWEoDSllWkZSeeb0HdYm3wIP4yAECpUEGrS0OCNhZlLV1zfRxERDnlrY/YiIyMhLu7u8EvBbOydOlSVKlSBUOGDEGpUqXw999/S8vOnDmDqlWrokSJEvjhhx/0Hrdz506ULVsWrq6u+O233962TCIiIqI8kRunF+rcuTPmzp2r12ZiYoJdu3ahbNmyUptOp4OXlxd69+6t13fSpEmYPHkySpcu/V+H985yOpc7d+7Azc0NVapUgZmZGerXr4/Lly/jzp07+OCDDwAA7u7uiI6OBgDMmTMHtWvX1lvHL7/8gpIlS0qTKcZ2/vx5TJ06FXv37tWbXNBoNDh06BA6dOjw2sfv27cPycnJaNeuHfr27YsbN268cTIkU0xMDM6dO6d3RE9oaCh27NjxboMhIiKiHHPi+VbseLpI7xabFoHU9CQ8ir8GtdIESoUqy8eXt/ZEdNpz+EafQKouCaX+f2LjTuw5WKnt4G5dQ+rrYdcYV6OPQa1QIyjpAQ6H/pzr4yMiyglvNbERGRmJTp06ZXtS4/Hjx1i4cCHu3LmDu3fvYvz48ZgxI+NCdhEREejcuTP69euHCxcuYNu2bTh16hQA4Pbt2xgwYABmzJiBI0eOYObMmXjw4MHbjYyIiIgol+XW6YXc3d0N2uzt7WFvb6/XptPp0LVrV3z00UdS2z///IOHDx9i2LBhbzGSnJUbucTHx6NMmTLSfXt7ezx79gwDBw7E7Nmzce7cOUyaNAmDBg0CALi4uGD69OlS/7i4OHzzzTf4/vvv/+vwckyvXr2QkJCA7t27o0mTJvjzzz8BAH///Tdq1KgBExMTqe/hw4excOFCvcePGzcO165dw+nTp7F9+3bUqlULa9asee1z6nQ6CCFw//591KxZEyrVv1+KnD9/Hhs2bMjBERIVXi9Swo1dAhEVYh86D0TvMlP0bnamjrBU26KNyxC4WlTC3djzWT7++PNf0MbZC/WLd0DjEt1wImwr4jSRuB3zN5o69tTrW9GmDrqX+h9KmpVBRGoQ0nUaJKcn5PYQiYj+s7c6FVXfvn3Rv39/XLx4MVv9U1NTsXbtWmnHtk6dOti1axcAYNu2bXB1dcWMGTOgUCgwc+ZM/Pzzz2jZsiXWr1+Pli1bSucAHjNmDLZs2YKvv/76bcolIiIiMor/cnqht6FWqzFu3Dhs3bpVavP29sa3336bLy/0+19ysbW1RWJionRfq9VCCIGxY8fC19cXe/bswf379/HHH38AAD7//HPpVFhAxoTKJ598Aicnpxwc0dvbtGmT9N8hISGyfVq1aoVWrVrptbVr1w7t2rXLcr3lypWTrmci91yZtFotNBoNPD09odPpUL9+fem9kpiYiCVLlmRvIET5VIImFhsffA8BHSrZ1UD70llfZygmNRK/PfkJ6UILJZQYVGk8bEztcTb0EK5F+kABBSrYVkOnsgNwIew4fJ4fRv+KY6BSqJCsTURx85J5ODIiKup+D1yI1s6foLiZK1LSE1DMNOvPNBpdKsJSAlHa8j08TboHBRR4kuALjUjD7uClSBdaRKc9x/Hnv6C18yd4nHAd79k2xK3Yv6FQqCCELg9HRkT0bt5qYmPdunVwd3fH+PHjs9Xfw8MDHh4eADJ2lFauXIlu3boBAHx9fdGyZUtpR6pBgwaYNm2atOzlCyA2aNDA4HQMRERERPlR5umFDh8+LHt6odz84vjOnTvQarVo3LixXltoaChat26da8+bHf81l6pVq+Lu3btISUmBubk5zp07h+7duwMAPD09MWnSJKxatQpmZobnrxdCYPPmzbh+/bre865btw6jRo3KoREWDC9PmuzevdvI1RDlvF3+P6NByRZoWLIVtj1agYD4ByhnU0W279nQQ2hU8kPUKvEBzj0/ijOhB9HUpT0C4x9ifPX5EBCYf30Mmji3xa2oS+hQph8exPjCXG2JD5w+kl0nEVFuaVayN44+3wiVQo3ipq6oaptxXbKDz9agRcm+sFLbSX2bOvbEqfBfEaeJhL2JE9q6DEVJ8zKoXexDAECcJhKHQzegtfMnEEJApVBDpVDDSm2HJG0cLFQ2RhkjEdHbeKtTUcmdFiE7Dh06BBcXFzx79kw6FVVcXJze+mxtbfHs2bM3LstKamoq4uLi9G5EREREee2/nl7oXWSeXujWrVto2LCh3rLDhw9j586d//k5/qv/moupqSm8vLzQsWNHDBkyBEIINGjQAACwY8cOuLq6GkzeZOYSFhYGBwcH2Nn9u8N/8+ZNLF++PLeGS0RG8ij2NuqUaAIA8ChWFw9jb2XZ18bUHsGJ/khNT0FQ4hM4W5aGnakDBlX+HxQKBTS6NKTrtLBQW0OpUEGTnoo4TTTsTYvn1XCIiCQuFuXRr+xX6F1mKj50HiRdY6Oj6wi9SQ0AKGNVFYPd52Fs5Z8wyH02SpqX0Vtua1ICvctMAQAoFAq8Z5vx+bGdyzB0Lz0hXx75S0T0qrc6YuNdtWnTBgcOHMCYMWPg7e2NxYsXQ61W6/2iztzcHElJSRlFvWZZVhYsWIA5c+bkzgCIiIiIXiM3Ti/UokULtGjRwqD91dMNAf+eXqhly5bYsGGDdHohnU4HjUaDzZs3Z3ssOSmnc/nyyy/RsmVLPH36FKtXr4ZSmfEbnd69extcQB34NxdnZ2d4enqibt26UKlUUCgUiIuLg7e3938YHREZ206/9XieHKTXplaoYaI0BQBYqK0QkxaV5eM9itXDwafb4PP8MJK1iahoW01v+cGnv6KxczuYqczRwLEFTj7bh4q2Hngcdwc3XpxH/4pjcn5QRERERJQteTKxoVar0bx5cyxfvhzdu3fH4sWL4eDggIiICKlPfHw8TE0zPoC+bllWvL29MXHiROl+XFwcSpcuncMjISIiIsp/hg4dKv330aNHjVhJ7mvUqBEaNWqUrb7ly5fH+fMZF9b8+eefc7MsIjKCnuWHG7TNu/bv6eXSRfprH7/Dbw2GVZkCC7UVwpJD8If/enz6XsbpkS+Gn0J0aiS6lfMCANQs3hCV7KrjQYwvLoSfgKXaComaeFiZ8HQtRERERMaQqxMbv//+O4KDg/HFF18AyDiFgEqVcahc/fr18euvv0p9r1+/Ll1kvH79+rhw4QKGDRtmsCwrZmZmsudUJiIiIiLKK7/5xhq7hFzVz9PuzZ2IjMjJohSCEp6gtHUFBMQ/QHGzrC/wnZaeiuBEf1S09cCj2FtQIOPUK74v/sGl8FMYUfUrvdOx3Iq6jDolmuBC+AkoFSoI8OK6RERERMbyVtfYyEpcXBw0Go1Be5UqVTB79mzs2bMHAQEBmDNnDnr16gUA6Ny5M86dO4fjx49Do9Fg0aJFaNu2LQCgR48e2L59O27duoWEhAQsX75cWkZERERERP+NVUiAsUsgyhUtXTtj2+MfsT9wCy5HnEHd/7/exi8PlyAuLVqvb6eyA7DL/2dMvTQQF8KOo13p3khJT8a2xyuQkp6E1ffmYfnt6Xia8Djj4rpKNdRKNexMi2UcraG2NcYQiYiIiAg5dMRGzZo1sXTpUnTt2lWvvVatWlizZg0mTpyImJgY9OzZE99//z0AoESJEliyZAk6dOgAa2tr2NvbS+dh9vT0xPjx41GvXj2Ym5ujUqVKGDVqFIiIiIiICpuGMz7H7ZHTkOhWFmZRkWgyaRAU6TqENWyGW6O+yvJx5hHP8cGXn0JnYgqTuBhcnP0j4ipWBQCoUpLx4dD2uLBgPeLLVkSFXZtRefsaXPh6DXQqNUzjY5HoVi6PRkiUdyrZVcfw96YiIP4hmtfoCDtTBwDAJ5UnGPStbFcD02otMWhf1HCb7LozJ0l4bQ0iIiIi43uniQ0hhN79gICALPv2798f/fv3l102cuRItG3bFvfv30fTpk1hbW0tLZs/fz4GDBiAkJAQNG/e/I3X2CAiIiLKDZ8efv052gu6de1Uxi6BXlJ34WT4d+4Pv66D8P70ESjuewkvPBvI9q3821rcHPUlIms3Qvk9v+C9batwadYKAEDt76cjoGMfxJetCAAodfJP+I6dCecLp6CxtsWTnkPyakhEea6EuTNKmDsbuwwiIiIiykV5cvHw13F3d4e7u7vssmrVqqFatWp5XBERERFR/pSgCUSq7gXsTKpCrbQwWJ6cHgYLlVOe1OL7PDVPnsdYPJ1z/9ptdRZNg/2DW7ANeATbgEdINzWD441/cHHuKgBASNN2cP7nVJYTGzfHzZT+2zwyHMmOGV/kuvgcQ5lje3Bv8Dg4XTqDsAbNoVOroEpJgUXkc8RWeC/Xx0ZERERERJSbjD6xQURERFTYRafdweP4LVApzKBSmKG63USolOayfVPTo3AndhmUCjU0ugRUtRsNa3UZBCUdRHTabdio3fEofjPqOSxAjOYeHsf/gko2g2FjUhHxGr88m9goKF6khKO4edYXDzama1MWAtA/FVWXNtWQbp4xaaWxsYNFxPM3rscqOADuf27Hsc1HAQD1FkzC1SnfIrRRK9T9zhuWocHw7zIAVTctR3i9JnC64oOyR3bjn69X597giIiIiIiIchEnNoiIiIhyWVDSQdQq9hVMlDa4E7sM4akX4WLRXLZvcNJfKG/dF/amVfEs+QSCEg+gqt1oaHRxqG43CUqFCgnaQCRonyIy9Soq2gxCROoVpOpi4Gwuv878KEETi40PvoeADpXsaqB96T5Z9hVC4LcnqxCWHIxipiUwoNJYmChNcSPyPE6FHoBaYYLi5iXRt8Io3I+5gf2BW9Cl7CcobV0BwYl++XZiQ45O9e+pwRTpWiheOQXsq9QJcWg8dSguzl6BNHsHmEa/gEKXjsAOvQAAAe17otzBHbiwcD3C6jWF84VTqLh7M1LtisE0NhppdsVydTxERERERES5QWnsAoiIiIgKu5r2U2CitAEApOliYKZyyLJvBZsBsDfNuAB0Wnq01Le8dT8IoUFYig9SdVGwNakAJVRIF6kQQgMl1FAqCs71Mnb5/4wGJVtgXPWvEZUSjoD4B1n2PR92FELoMKHGAlQtVhtnQg9Co0vD1UgfjPGYg7HV5+JFShgC4h/ibvQ1fFx2IO5EX8Wd6Kuo7lA/D0f1bi7O+wmJbmUBAHHl30OxuzcAAI43LiLh/9vlqJIT0ex//XFvyHhE1m4EAEgrVhw6lRrmL8IBACWvX0BCmYzTvpY6fQghrTpCKBQQKjUU6YX7+jFERERERFR4cWKDiIiIKAfdj1uLq1Ez9G7J6WEAgPCUCwAAB9Mab1xPsvY5QlPOoLRlJ6ktVReNiJSLMFHYAQCczJvgaeJ+qBTmSEkPx43or6ET2lwYVc57FHsbdUo0AQB4FKuLh7G3sux7P8YX9Ryb/9s35iZMlKYY9t4UmChNIYRAojYetqb2UCqU0KSnQis0UCvUUBWgyR4AuDdkLBpNH4laS2ai3J/bEdCxNwDgg6lDYR4ZptfXY/0PKHb/Jqps+wmth7RDvflfAACuTl2Epv/rjzb9W8DhzjXcHzga0OmgU5tAZ2KKlBJOMIt5gdRixfN8fERERERERDmBp6IiIiIiykHv2X4m256gCYR/4h+oXWzWG9eh1SXhduwPqGo7SjrSAwAs1S6obv8Fbsf8gMjUqyhp/j7qOSxAaMophKX4wFrtjgTtU9ialM+x8eSEnX7r8Tw5SK9NrVDDRGkKALBQWyEmLSrLx6emJ6OYWQkAgLnKCrGv9D0degDuNu+hhLkz6pRojD0Bm1DWuhKiUiOw9t43GFplCtTKgvGxN7x+M5xd9htK3LyE+wNHIeX/Lwh+/tsNBn1vjp2Bm2NnGLSHNm2D0KZtDNozT0/Fa2sQEREREVFBVzD28IiIiIgKsERtCO7ELUV1u0kwVdq9tm+6LgU3YxairFVX6ZRUQuhw8cVE1HGYA1OlHbQiSZrwiEy9jBJm9RCW4gMl1AB0uT2ct9az/HCDtnnXRkn/nS5ef0okc7Ul0nSpAADdK30fxNzEzRcXMcojY8KonE0VjK8+H5cjTuNa5Dm4WZXD86SnKGWdvyZ7XiehtDsSSrsbuwwiIiIiIqJ8i6eiIiIiIspl9+JWQqtLwr24lbgS9SVCko4BAG7HfI/U9Gi9vgGJuxGv9cfTpD9xJepL3I9bC4VCiQo2A3Ajeh6uRH0JW5OKKGbqAQDQihSYKu1gq66IqLQbsFKXzvPxvQsni1IISngCAAiIf4DiZllf4LucdWU8+v9TVfnHP4DD/18M3D/uPg483SqdkirTnegr8ChWF0DGkSG6fDjZQ0RERERERO+OR2wQERER5bJ6Dt/Itle3/8KgrYJNf1Sw6W/Q7mhWH45mhhfCdrFo/v+PG4AKGPAfK807LV07Y9vjH1GtWB1cjzyH8dW/BgD88nAJupYbAlvTYlLfBiVbYMXtmUjQxOFm1EV0LTcEALD54Q8wVZljw4PvAAAfunWDR7G6SE1PgbWJHcpYV8CDGF+0duue5+MjIiIiIiKi3MOJDSIiIiLKc5XsqmP4e1MREP8QzWt0hJ2pAwDgk8oTDPpam9hhfI35uBdzA3VLNIWrVVkAwOx6a2XXXc+xGQCgY5n+6FjGcJKIiIiIiIiICjaeioqIiIiIjKKEuTPqOTaTJjVex1JtjbolmkiTGkREVHBERkbC3d0dAQEB2eq/du1auLi4wMTEBM2bN0doaKi0bN68eXBycoK1tTU6d+6MyMjIXKqaiIiI8jNObBARERERERFRroiMjESnTp2yPanh4+ODGTNmYMuWLfD394cQApMmTQIAnD17Fr///jvOnj2LGzduID09HRMnTszF6omIiCi/4sQGEREREREREeWKvn37on//7J8W8NGjR1izZg1at26NUqVKwcvLC9evXwcAXLp0CR06dECVKlVQsWJF9O/fH48fP86t0omIiCgf48QGEREREREREeWKdevWYdy4cdnu7+Xlha5du0r3Hzx4gEqVKgEAPDw8sGfPHvj5+SE8PBw///wzPvroo5wumYiIiAoAXjyciIiIiIiIiHKFu7v7Oz82KioKa9aswa+//goAaN++PSpUqIAKFSoAAOrXr49p06Zl+fjU1FSkpqZK9+Pi4t65FiIiIspfeMQGEREREREREeU7o0ePxgcffID27dsDAHbu3ImnT5/i7t27CA8Ph4eHBwYOHJjl4xcsWAA7OzvpVrp06bwqnYiIiHIZj9ggIiIiIiIionxl8+bNOHXqFHx9faW2bdu24fPPP0fVqlUBAEuXLoW9vT1iYmJgb29vsA5vb2+9i4vHxcVxcoOIiKiQ4MQGEREREREREeUbV65cwdixY7F//344OTlJ7TqdDuHh4dL958+fAwDS09Nl12NmZgYzM7PcLZaIiIiMghMbRERERERERJSn4uLiYGFhARMTE7328PBwfPzxx5gyZQrq1auHhIQEAIC1tTWaNm2K7777Dm5ubrCwsMDSpUvxwQcfoHjx4sYYAhERERkRr7FBRERERERERHmqZs2aOHjwoEH7b7/9hufPn2PGjBmwsbGRbgAwduxY9O3bF/PmzcNnn30GOzs7bN26Na9LJyIionyAR2wQERERERERUa4SQujdDwgIkO03fvx4jB8/XnaZmZkZli1bhmXLluV0eURERFTA8IgNIiIiIiIiIiIiIiIqMDixQUREREREREREREREBQYnNoiIiIiIiIiIiIiIqMDgxAYRERERERERERERERUYnNggIiIiIiIiIiIiIqIC460nNiIjI+Hu7o6AgIBs9V+7di1cXFxgYmKC5s2bIzQ0FAAwe/ZsKBQKg9vp06cBADVr1tRrHz58+NuWSkREREREREREREREhcxbTWxERkaiU6dO2Z7U8PHxwYwZM7Blyxb4+/tDCIFJkyYBAKZNm4bo6GjpduPGDTg6OqJ27dpISkrCkydPEB4eLi1fsWLFWw+OiIiIiIiIiIiIiIgKl7ea2Ojbty/69++f7f6PHj3CmjVr0Lp1a5QqVQpeXl64fv06AMDc3Bz29vbSbeXKlfjf//4HOzs7XL9+HTVr1oSjo6O03MLC4u1GRkREREREREREREREhY76bTqvW7cO7u7uGD9+fLb6e3l56d1/8OABKlWqZNDv2bNn2LNnD/z9/QEAly5dQnBwMBwdHaHRaNCvXz8sXboUZmZmb1MuEREREREREREREREVMm91xIa7u/s7P1FUVBTWrFmDkSNHGixbvXo1+vXrB2trawAZEyBNmjSBj48Pjhw5gmPHjmHJkiWvXX9qairi4uL0bkREREREREREREREVLi81REb/8Xo0aPxwQcfoH379nrt6enpWLduHU6cOCG1rV69Wq/PzJkzsXz5ckybNi3L9S9YsABz5szJ2aKJiIiIiIiIiIiIiChfeasjNt7V5s2bcerUKWzYsMFg2alTp1C8eHFUq1Yty8eXLFkSISEhr30Ob29vxMbGSregoKD/XDcREREREREREREREeUvuT6xceXKFYwdOxbbt2+Hk5OTwfIdO3age/fuem2NGjXSm5i4cOECypYt+9rnMTMzg62trd6NiIiIiIiIiIiIiIgKlxyZ2IiLi4NGozFoDw8Px8cff4wpU6agXr16SEhIQEJCgl6fw4cPo0WLFnptHh4eGDFiBC5evIjNmzfj+++/x+eff54TpRIRERERERERERERUQGWIxMbNWvWxMGDBw3af/vtNzx//hwzZsyAjY2NdMv05MkTPHv2DA0aNNB73OLFi2FmZoaWLVti1qxZ+O677zB48OCcKJWIiIiIiIiIiIiIiAqwd7p4uBBC735AQIBsv/Hjx2P8+PFZrqdChQrQarUG7fb29tizZ8+7lEZERERERERERERERIVYnlw8nIiIiIiIiIiIiIiIKCdwYoOIiIiIiIiIiIiIiAoMTmwQEREREREREREREVGBwYkNIiIiIiIiIiIiIiIqMDixQUREREREREREREREBQYnNoiIiIiIiIiIiIiIqMDgxAYRERERERERERERERUYnNggIiIiIiIiIiIiIqICgxMbRERERERERERERERUYHBig4iIiIiIiIiIiIiICgxObBARERERERERERERUYHBiQ0iIiIiIiIiyjWRkZFwd3dHQEBAtvqvXbsWLi4uMDExQfPmzREaGmrQp0+fPhg7dmwOV0pEREQFBSc2iIiIiIiIiChXREZGolOnTtme1PDx8cGMGTOwZcsW+Pv7QwiBSZMm6fU5dOgQTp8+jXnz5uVCxURERFQQcGKDiIiIiIiIiHJF37590b9//2z3f/ToEdasWYPWrVujVKlS8PLywvXr16XliYmJGDVqFBYsWAB7e/tcqJiIiIgKAk5sEBEREREREVGuWLduHcaNG5ft/l5eXujatat0/8GDB6hUqZJ0f86cOUhLS4NarcaxY8eg0+lyslwiIiIqINTGLoCIiIiIiIiICid3d/d3fmxUVBTWrFmDX3/9FQAQGBiIZcuWoV69evDz88PSpUtRqlQp7N27F0ql4e82U1NTkZqaKt2Pi4t751qIiIgof+ERG0RERERERESU74wePRoffPAB2rdvDwDYvHkznJyccOLECcyePRtnzpyBj48Pjh8/Lvv4BQsWwM7OTrqVLl06L8snIiKiXMSJDSIiIiIiIiLKVzZv3oxTp05hw4YNUltwcDBat24Nc3NzAICNjQ0qVaqEx48fy67D29sbsbGx0i0oKChPaiciIqLcx1NREREREREREVG+ceXKFYwdOxb79++Hk5OT1F6qVCncu3dPuq/T6RAcHAw3NzfZ9ZiZmcHMzCzX6yUiIqK8V2gnNoQQAArWOTQT4lPf3KkAi7N8tw+USQkF5zV8F3Fxind6XGpSfA5Xkn/ExVm80+PSEtNzuJL8JS5O9U6P47ZFHrct8rhtMcRtizxuW+Rx2yKP2xZD3LbI47Yl/8jcl87ct86N9VtYWMDExESvPTw8HB9//DGmTJmCevXqISEhAQBgbW2NXr16oV69eti1axcaNmyIFStWQKPRoHXr1tl6ztz8niApofBu5/Kz3P7Oh6+rceTm68rX1Dj4t1o45cbr+jafPxQitz6lGFlwcDDPn0lERERERET0HwQFBaFUqVL/eT0KhQL+/v4oV64cAKBcuXJYunQpunbtqtdv2bJl+N///mfw+MyvLvbv348ZM2bg4cOHqFixItauXYtGjRplqwZ+T0BERFQwZOfzR6Gd2NDpdHj27BlsbGygULzbL8sKs7i4OJQuXRpBQUGwtbU1djn5BnORx1wMMRN5zEUec5HHXAwxE3nMRR5zMcRM5DEXeczl9YQQiI+Ph6urK5TKwnF5Tn5PYIh/B4UTX9fCh69p4cTX1dDbfP4otKeiUiqVOfKrksLO1taWfzgymIs85mKImchjLvKYizzmYoiZyGMu8piLIWYij7nIYy5Zs7OzM3YJOYrfE2SNfweFE1/XwoevaeHE11Vfdj9/FI6fXRARERERERERERERUZHAiQ0iIiIiIiIiIiIiIiowOLFRRJmZmWHWrFkwMzMzdin5CnORx1wMMRN5zEUec5HHXAwxE3nMRR5zMcRM5DEXecyFiH8HhRVf18KHr2nhxNf1vym0Fw8nIiIiIiIiIiIiIqLCh0dsEBERERERERERERFRgcGJDSIiIiIiIiIiIiIiKjA4sUFERERERERERFSEhIWF4dKlS0hMTDR2KURE74QTG0REREREREREhcS+fftQvnx5qNVq1KpVC/fu3QMA3L59G/Xr10exYsUwefJkvHzJ1bVr18LFxQUmJiZo3rw5QkNDs7WM8kZOv6ZLly5FlSpVMGTIEJQqVQp///13no+Jcv51zaTRaFCjRg2cPn06r4ZC/y+nX9POnTtDoVBIt9atW+f5mPIzTmwUMfv370dKSorssoMHD8LPzy+PK8ofmIshZiKPuchjLvKYiyFmIo+5yGMu8piLIWYij7nIYy5UmD158gReXl5YuHAhQkJCULlyZQwfPhypqan4+OOPUbduXVy5cgV3797Fpk2bAAA+Pj6YMWMGtmzZAn9/fwghMGnSpDcuo7yR06/p48ePsXDhQty5cwd3797F+PHjMWPGDCOOsGjK6df1ZYsWLcLt27fzeESUG6/plStXcOvWLURHRyM6Ohr79u0z0ujyKUFFilKpFNWqVRN+fn4Gy9atWyccHBzE3r17jVCZcTEXQ8xEHnORx1zkMRdDzEQec5HHXOQxF0PMRB5zkcdcqDA7cOCAWLNmjXT/5MmTwsLCQuzZs0cUK1ZMJCYmCiGEuHHjhmjcuLEQQogNGzaIPXv2SI/ZsGGDqFq16huXUd7I6df09u3bYt++fdKyffv2ierVq+fBSOhlOf26Znr48KGwt7cX5cqVE6dOncr1cdC/cvo1DQ4OFs7Oznk3gAKIExtFjFKpFCNGjBBOTk7ixIkTBst37twpypcvb4TKjIu5GGIm8piLPOYij7kYYibymIs85iKPuRhiJvKYizzmQkXJTz/9JGrWrClmz54t2rdvL7XrdDpRrFgx2cdMnTpVdO7c+a2XUd7Iydc0ISFBtGnTRsyYMSPX6qXsyanXtWXLlmLhwoWiefPmnNgwsv/6mu7evVs4OjoKNzc3YWlpKfr06SOioqLypPaCghMbRYxSqRQJCQli27Ztws7OTkybNk2kpaVJy8PDw4VarTZihcbBXAwxE3nMRR5zkcdcDDETecxFHnORx1wMMRN5zEUec6GiIjU1VVSsWFGsWrVKTJw4UYwaNUpveYkSJQy+JHvx4oWwt7cXhw4dMljf65ZR3sjJ1/TgwYPCxsZGVK9eXW8bSHkvp17XDRs2iDp16gitVsuJDSPLidf0m2++Ea1btxY3btwQN2/eFA0aNBAjRozIszEUBLzGRhEj/v/iNP3798fFixdx5MgReHh4YM2aNTh9+jTGjBmDGjVqGLnKvMdcDDETecxFHnORx1wMMRN5zEUec5HHXAwxE3nMRR5zoaJi1qxZsLKywvDhw6FWq2FmZqa33NzcHElJSXpto0ePxgcffID27dsbrO91yyhv5ORr2qZNGxw4cAAA4O3tnbuF02vlxOsaEREBb29vbNiwASqVKs9qJ3k58Zp6e3vj2LFj8PT0RI0aNfDdd99h586deTaGAsEo0ylkNJm/Tsqk1WrF6tWrRa1atYSVlZVo0qSJuH//vhErNA7mYoiZyGMu8piLPOZiiJnIYy7ymIs85mKImchjLvKYCxUFJ06cEDY2NuLOnTtCCCEWLlwoBg4cqNfHzs5OhIeHS/c3bdoknJycxPPnzw3W97pllDdy+jXNdPLkSWFvb587RdMb5dTr2r9/f/Hll19K93nEhvHk1t/qvXv3BACRkpKSO4UXQAoh/v/nKlQkPH36FK6urvj7779x+fJlREVFQavVwtbWFp6enmjfvj1MTU2NXWaeYy6GmIk85iKPuchjLoaYiTzmIo+5yGMuhpiJPOYij7lQYefv74/3338fixcvxqBBgwAAJ0+exGeffYbHjx9LfapVq4aEhASoVCpcuXIFrVq1wv79+9GiRQu99b1uGeWNnHxNf//9dwQHB+OLL74AAJw7dw5dunRBZGRkno+rqMvJ11WhUMDGxgZKZcbJeRISEmBubo7p06dj2rRpeT62oionX9M+ffpg7NixaNKkCQBg48aN8Pb2xvPnz/N8XPkVT0VVxPj6+qJUqVL47LPPcOfOHWi1WqSmpuLSpUsYNmwYqlSpgtu3bxu7zDzHXAwxE3nMRR5zkcdcDDETecxFHnORx1wMMRN5zEUec6HCLDk5GZ06dUKXLl3QrVs3JCQkICEhAU2bNkVcXBw2btwIAPjmm2/QunVrqFQqhIeH4+OPP8aUKVNQr1496TEAXruM8kZOv6ZVqlTB7NmzsWfPHgQEBGDOnDno1auXMYdYJOX06+rv74+bN2/ixo0buHHjBurVq4f169dj5MiRxhxmkZLTr2mNGjUwYcIE+Pj4YO/evfD29sbnn39uzCHmP8Y+ZITyTlhYmLCyshKbNm2SXZ6cnCxGjRol6tevn8eVGRdzMcRM5DEXecxFHnMxxEzkMRd5zEUeczHETOQxF3nMhQq7vXv3CgAGN39/f7Fv3z5haWkpihcvLhwdHaXTpCxdulT2MW9aRnkjp19TIYTYtm2bKFeunLC3txfDhw8XiYmJxhpekZUbr+vLeCqqvJfTr2laWpoYOnSosLKyEs7OzmLOnDlCo9EYc4j5Dk9FVYT89ddf+OSTTxAREZFlH39/f9SrVw8vXrzIw8qMi7kYYibymIs85iKPuRhiJvKYizzmIo+5GGIm8piLPOZCRd3z589x9epVvP/++yhevLixy6EcwNe0cOLrWvjwNc15PBVVEfL+++9DpVLh008/hb+/v8HymzdvYty4cRg+fLgRqjMe5mKImchjLvKYizzmYoiZyGMu8piLPOZiiJnIYy7ymAsVdc7OzujYsSO/VCtE+JoWTnxdCx++pjmPR2wUMQ8ePMCUKVNw/PhxmJqawsbGBqmpqdBqtahWrRqGDx+OwYMHG7vMPMdcDDETecxFHnORx1wMMRN5zEUec5HHXAwxE3nMRR5zISIiIir4OLFRRAkhEBUVhbS0NFhaWsLOzs7YJeULzMUQM5HHXOQxF3nMxRAzkcdc5DEXeczFEDORx1zkMRciIiKigounoipili9fjvDwcCgUChQvXhwuLi7SB/hNmzbBx8fHyBUaB3MxxEzkMRd5zEUeczHETOQxF3nMRR5zMcRM5DEXecyFiIiIqODjxEYRM2HCBNSqVQtXrlwxWObg4IBevXph7dq1RqjMuJiLIWYij7nIYy7ymIshZiKPuchjLvKYiyFmIo+5yGMuRERERIWAoCJFqVSK+fPnCzs7O7Fp0yaD5SdPnhQuLi5GqMy4mIshZiKPuchjLvKYiyFmIo+5yGMu8piLIWYij7nIYy5EREREBR8nNooYpVIpEhISxNmzZ4WLi4vo27evePHihbQ8JCREmJiYGLFC42AuhpiJPOYij7nIYy6GmIk85iKPuchjLoaYiTzmIo+5EBERERV8vHh4EaNUKhEfHw8rKytERkZi6NCh8PHxwYgRI1ClShVs3LgRSqUSp06dMnapeYq5GGIm8piLPOYij7kYYibymIu8l3OJiIjAsGHDmAuYixxmIo+5yOM2l4iIiKjg48RGEaNSqRAXFwcrKyup7ejRo/jpp5/w6NEj1K5dG4sXL4aTk5MRq8x7zMUQM5HHXOQxF3nMxRAzkcdc5DEXeczFEDORx1zkMRciIiKigo8TG0REREREREREREREVGAojV0A5a3ly5cjIiJCdtmmTZvg4+OTxxXlD8zFEDORx1yy5uvrix07dhi03717F0+ePDFCRfkDczHETOQxF3lPnz6FUqnEgAEDstz+FkXMxRAzkcdcDGm1WsyfPx99+/aV2hYuXIi9e/fi2bNnRqyMiIiIiLKLExtFzIQJE+Dp6YkrV64YLHNwcECvXr2wdu1aI1RmXMzFEDORx1zkbd++HU2bNkVwcLDBMj8/PzRt2hRLly7N+8KMjLkYYibymMvr2draonz58qhZsyY2btxo7HLyDeZiiJnIYy76Ro4ciX379mHs2LFS26lTpzBixAjUr18fbm5u6Ny5sxErJCIiIqI3MuaVyynvKZVKMX/+fGFnZyc2bdpksPzkyZPCxcXFCJUZF3MxxEzkMRd57u7uYu/evdL99PR0cejQIel+aGiosLe3F2FhYcYoz2iYiyFmIo+5ZC0wMFDY29sLIYS4deuWqFevnmjVqpV4+PChkSszLuZiiJnIYy6GbGxshI+Pj17brVu3RKlSpYQQQty9e1coFApjlEZERERE2cQjNoqg8ePH48CBA/D29ka/fv0QFRUlLatSpQoiIyONWJ3xMBdDzEQeczEUGxsLT09P6f65c+fQt29fJCYmAgCcnZ3h5uaGwMBAY5VoFMzFEDORx1yyp3r16rh06RLatWuHhg0bYv78+dBqtcYuy+iYiyFmIo+5ZLCxsTE4LZdCoUB0dDQAwM3NzRhlEREREdFb4MXDixilUon4+HhYWVkhMjISQ4cOhY+PD0aMGIEqVapg48aNUCqVOHXqlLFLzVPMxRAzkcdc5I0cORL+/v6YOXMmNBoNxo8fDwBwcXHB6NGjce3aNSxfvhxBQUGwtLQ0crV5h7kYYibymIu8Vq1aITk5GVeuXEGTJk2kdoVCgcDAQAQEBMDDwwM3b940YpV5j7kYYibymIu8+fPn48cff8Q333yDDz74AOHh4Zg8eTLc3d3x22+/IS4uDsWKFUN6erqxSyUiIiKiLHBio4hRqVSIi4uDlZWV1Hb06FH89NNPePToEWrXro3FixfDycnJiFXmPeZiiJnIYy7yUlJSMGnSJOzYsQPp6ekYOnQoFi5ciK+//hq7d+9G8eLFMW/ePDRu3NjYpeYp5mKImchjLvLOnj2L58+fY/jw4fjzzz+z7NesWbM8rMr4mIshZiKPucjT6XT45ptvsGrVKoSFhaF48eLo2bMnFixYADs7OyQnJ6NLly44evSosUslIiIioixwYoOIiIiI8q24uDisXr0aU6ZMMXYp+QpzMcRM5DGX19NoNDAxMTF2GURERET0lniNjSIuNDQUdevWNXYZ+Q5zMcRM5DEXecxFHnMxxEzkMZd/2draSl/IBgUFwdHR0cgV5Q/MxRAzkcdcXs/ExITbXCIiIqICiBMbRZxGo4Gfn5+xy8h3mIshZiKPuchjLvKYiyFmIo+5yBNC8Jz3MpiLIWYij7nI4zaXiIiIqODhxAYRERERFRg8i6o85mKImchjLkRERERUGHBig4iIiIiIiIiIiIiICgxObBARERERERERERERUYHBiQ2CQqEwdgn5EnMxxEzkMRd5zEUeczHETOQxF3nMRR5zMcRM5DEXecyFiIiIqGDhxEYR5+joiF9++cXYZeQ7zMUQM5FXsmRJ5iKD7xd5zMUQM5HHbYs8FxcXnDp1ythl5DvMxRAzkefq6orTp08bu4x8h/8WERERERU8CsGrxxU5L168wP79+3H58mVERUVBq9XC1tYWnp6eGDBgAEqUKGHsEo2CuRhiJvQ2+H6Rx1wMMRN6Gzdv3sSuXbtk3y/Dhg1D9erVjV2iUTAXQ8wk+zQaDTQaDSwtLY1ditHw3yIiIiKigo1HbBQxa9euRZkyZfDrr7/C0dERTZo0QaNGjWBpaYm1a9eiYsWKOHPmjLHLzHPMxRAzeTuBgYGoXr06/Pz8jF2KUfD9Io+5GGImb6eob1tmzJiBJk2a4NmzZ+jVqxemT58Ob29vdOjQAQ8ePEC9evWwc+dOY5eZ55iLIWbydiIjI1GtWjVcvXrV2KUYBf8tIiIiIir4eMRGERIYGIjKlSvjr7/+QqtWrWT7zJ8/H9u2bcPdu3fzuDrjYS6GmEnWAgMDs1y2a9curFmzBgcPHkTFihXzsCrj4vtFHnMxxEyyxm2Lofv376NWrVq4evUqPDw8ZPts3LgRc+bMQUBAQN4WZ0TMxRAzydrrvpz38fHBihUrsHv3bnzwwQd5WJVx8d8iIiIiosJBbewCKO/cv38f1tbWaNq0aZZ9+vbti2XLluVhVcbHXAwxk6yVL18eQojXXmCyYcOGePHiRR5WZVx8v8hjLoaYSda4bTEUEhICc3NzlC1bNss+DRo0gFarzcOqjI+5GGImWfPy8nrtcktLSwwdOhT379/Po4qMj/8WERERERUOnNgoQpo2bYpixYqhS5cumDx5MurUqQMbGxukpKQgLi4Oly5dwty5c/Hll18au9Q8xVwMMZOspaenG7uEfIfvF3nMxRAzyRq3LYaaN2+OKlWqoFmzZhg3bhxq166t9365fPkyVqxYgcWLFxu71DzFXAwxk6wV1dPYvQ7/LSIiIiIqHHgqqiImIiIC8+fPx+HDhxESEoK0tDRYWFjA1dUVdevWxfDhw9G8eXNjl5nn5HKxtLSEi4tLkc0lIiICX3/9NY4cOaKXSeZ7ZdiwYUUuE8oaty3yuG0xxG0LvY3U1FT89NNPBn9Dme+XQYMGoVKlSsYuM88xF0PMhN4GP7cQERERFXyc2CAiIiIiokIpIiICdnZ2MDU1NXYpRERERESUg5TGLoDy3p9//only5cbtP/zzz+vvcBgYXf8+HEMGzYMbdu2xdChQ3HhwgVjl5Sv3Lx5E02bNoWVlRXKli2L6dOnF8lzVS9fvhwRERGyyzZt2oRz587lcUX5B7ct8rhteT1uWzJw25K1lStXYtq0aQbtR44cwebNm1FUf6Ozfv16fPjhh6hSpQo+/PBDbN++3dgl5SvHjx9HuXLl4OTkBBsbGwwcOBAJCQnGLivPTZw4Effu3ZNdtmjRImzbti2PK8o/+LmFiIiIqGDjxEYRs3TpUgwbNgyOjo4GyzQaDUaMGIGJEycaoTLj2rhxI/r37w9nZ2c0bdoU9+/fR+PGjdG7d288e/bM2OUZxdmzZ6X/FkLg448/RosWLXD27FksW7YM+/fvh7e3txErNI4JEybA09MTV65cMVjm4OCAnj17Yu3atUaozLi4bZHHbYshblvkcdsib9q0aVi+fDnatWtnsMzFxQUbNmxA7969jVCZcX377bdYtGgR+vbtixkzZsDR0RH9+/dHw4YN4evra+zyjOLlSa60tDQMHDgQM2bMQEREBC5evIjQ0FD873//M26RRrBs2TI0aNAABw4cMFjWvHlzzJs3D3PmzDFCZcbFzy1EREREhYCgIsXV1VWcOnVKup+WlibWrVsn3U9ISBAlSpQQT58+NUJ1xlO5cmVx4sQJvbZOnTqJWrVqCXt7e7Fy5Uqh0+mMVJ1xuLq6ivbt24tLly6JO3fuiLZt2+otv3//vihTpoyRqjMepVIp5s+fL+zs7MSmTZsMlp88eVK4uLgYoTLj4rZFHrcthrhtkcdti7wSJUqIK1euSPcTExPFzJkzpfvp6enCzc1NPH782BjlGU3ZsmXFpUuX9NoGDhwo2rRpI6ysrMTkyZNFUlKSkaozjlq1aonq1auLP/74Q9y8eVN8/PHHesufPn0qnJ2djVSd8SiVSrFlyxZhb28vZs+ebfBvzpUrV4SDg4ORqjMefm4hIiIiKvh4xEYRo9Vq4eLiIt0/duwYxo8fj8jISACAlZUVihcvjvDwcGOVaBTBwcGoUKGCXlvdunUxceJE7N27Fz/99BOaNGlipOqM49GjR2jYsCFatWqFQYMG4fHjx0hPT5eWp6SkFMnTxQDA+PHjceDAAXh7e6Nfv36IioqSllWpUkX6eypKuG2Rx22LIW5bssZtiyFzc3Molf9+XN2/fz8WLlyIgIAAAIBSqYSJiQni4+ONVKFxREZGwt7eXq+tdOnS6N+/P65fv45bt26hevXqxinOSK5fv45JkyZhwoQJaNeuHa5evYrExERpuZ+fHywsLIxYofF069YNFy9exB9//IFmzZrh4cOH0rJixYohKSnJiNUZBz+3EBERERV8vHh4ETN9+nQcPHgQkyZNgkajwaxZs+Dh4YHQ0FAMHToU169fx7Fjx+Dn5wcTExNjl5tnGjdujAoVKmDVqlWwtrZGcHAwWrVqhc2bN6NRo0ZIT0/H8uXLMWHCBGOXmufCwsIwe/ZsbNiwAQ0aNMCgQYOQnp6O77//HgMGDChypy9QKpWIj4+HlZUVIiMjMXToUPj4+GDEiBGoUqUKNm7cCKVSiVOnThm71DzFbYs8bluyxm2LPm5b5C1fvhzff/89RowYgbS0NKxYsQJ9+vTBn3/+iV69esHX1xehoaG4deuW3gRIYdehQwekp6dj2bJlKFeuHK5du4ZevXrhr7/+Qs2aNQEAe/bsQbdu3Yxcad5LSUnBsmXL8N1336FYsWLo1asX0tPT8fPPP2P27NkYM2aMsUvMUy9vW1JSUjBlyhSsXbsW3bp1Q5UqVfD777+jatWq2L17t7FLzVP83EJERERU8HFiowhavHgxduzYgfT0dAwbNgyjRo3C5s2bsXv3bhQvXhzTpk1D5cqVjV1mnnr06BF69uyJe/fuwcHBARERERg9erTsBQWLqsDAQKxevRpHjx5Feno6unTpgpkzZ0KlUhm7tDylUqkQFxcHKysrqe3o0aP46aef8OjRI9SuXRuLFy+Gk5OTEas0Dm5bDHHb8mbctmTgtiVrO3fulLYtQ4cORceOHXH69Gns2bMHxYsXx6hRo1CiRAljl5mnwsPDMXz4cBw6dAg6nQ6mpqaYP38+vvjiC2OXlm8kJCRg27ZtetsWLy8vY5eV58qXL487d+7oHa1y//59rFmzRtq2TJs2TW/bU1TwcwsRERFRwcaJDaKX3Lp1CyEhIahQoQIqVapk7HKIqJDgtoUoZwgh8Pz5c71TyBRlsbGxCA0NhZubGxISEpjLS3Q6HcLCwpgJEREREVEhVXSO2SdZQUFBcHR0NHYZ+UaNGjXQrl07mJubM5dX8L0iLzQ0FHXr1jV2GfkO3y/6uG3JGt8r8rhtkRcUFIRq1aoZu4x8w87ODu+99x6io6OZyyuCg4OZiQxuc+UxFyIiIqKChxMbRZwQQu+irZSBuRhiJvI0Gg38/PyMXUa+w/eLPOZiiJnI47YlawqFwtgl5EvMxRAzMcRtrjzmQkRERFTwcGKDwLORyWMuhpgJvQ2+X+QxF0PMhN4G3y/ymIshZiKPuchjLkREREQFCyc2iIiIiIiIiIiIiIiowODEBhERERERERERERERFRic2CCefzgLzMUQM5HHXOQxF3nMxRAzkcdc5DEXeczFEDORx1zkMRciIiKigkUheDLRIk2r1eLu3buoWbOmsUvJV5iLIWYiLyUlBcePH0enTp2MXUq+wveLPOZiiJnI47YlazExMbC3tzd2GfkOczHETAxxmyuPuRAREREVPJzYKIL+/PNP+Pn5Ydy4cXrt//zzD1JTU9G8eXMjVWZczMUQM5Hn6+uLBw8eoHfv3nrtd+/ehZmZGSpUqGCkyoyL7xd5zMUQM5HHbYu8lStXIigoCAsXLtRrP3LkCJ4/f45PPvmkSP7SmrkYYibyuM2Vx1yIiIiICjaeiqqIWbp0KYYNGwZHR0eDZRqNBiNGjMDEiRONUJlxMRdDzETe9u3b0bRpUwQHBxss8/PzQ9OmTbF06dK8L8zI+H6Rx1wMMRN53LbImzZtGpYvX4527doZLHNxccGGDRsMJoKKAuZiiJnI4zZXHnMhIiIiKgQEFSmurq7i1KlT0v20tDSxbt066X5CQoIoUaKEePr0qRGqMx7mYoiZyHN3dxd79+6V7qenp4tDhw5J90NDQ4W9vb0ICwszRnlGw/eLPOZiiJnI47ZFXokSJcSVK1ek+4mJiWLmzJnS/fT0dOHm5iYeP35sjPKMhrkYYibyuM2Vx1yIiIiICj4esVHEaLVauLi4SPePHTuG8ePHIzIyEgBgZWWF4sWLIzw83FglGgVzMcRM5MXGxsLT01O6f+7cOfTt2xeJiYkAAGdnZ7i5uSEwMNBYJRoF3y/ymIshZiKP2xZ55ubmUCr//bi6f/9+LFy4EAEBAQAApVIJExMTxMfHG6lC42AuhpiJPG5z5TEXIiIiooKP19goYqZPn46DBw9i0qRJ0Gg0mDVrFjw8PBAaGoqhQ4fi+vXrOHbsGPz8/GBiYmLscvMMczHETOSNHDkS/v7+mDlzJjQaDcaPHw8g4zQXo0ePxrVr17B8+XIEBQXB0tLSyNXmHb5f5DEXQ8xEHrct8pYvX47vv/8eI0aMQFpaGlasWIE+ffrgzz//RK9eveDr64vQ0FDcunVL70vtwo65GGIm8rjNlcdciIiIiAo+TmwUQYsXL8aOHTuQnp6OYcOGYdSoUdi8eTN2796N4sWLY9q0aahcubKxy8xzzMUQMzGUkpKCSZMmSbkMHToUCxcuxNdffy3lMm/ePDRu3NjYpeY5vl/kMRdDzMQQty1Z27lzp14uHTt2xOnTp7Fnzx4UL14co0aNQokSJYxdZp5jLoaYiTxuc+UxFyIiIqKCjRMbRERERERERERERERUYKiNXQDlDxqNBhqNpkid3uJVN2/exK5du3D58mVERUVBq9XC1tYWnp6eGDZsGKpXr27sEvMcM6H/itsW/h3JYSb0X8XGxiIyMhIVKlQwdilGc+DAAezcuVP272jkyJFo27atsUvMc8wk+/jvszzmQkRERFRwFJ0TzNJrRUZGolq1arh69aqxSzGKGTNmoEmTJnj27Bl69eqF6dOnw9vbGx06dMCDBw9Qr1497Ny509hl5ilm8nYCAwNRvXp1+Pn5GbuUfIXbFv4dvYqZvB1uW+QpFAp06NABR44cMXYpRjF48GCMHDkSVapUwcqVK3H8+HEcOXIEixYtgouLC7p164aVK1cau8w8xUzeTlH/9zkrzIWIiIio4OCpqIqYM2fOZLnMx8cHK1aswO7du/HBBx/kYVXGdf/+fdSqVQtXr16Fh4eHbJ+NGzdizpw5CAgIyNvijISZZC0wMDDLZbt27cKaNWtw8OBBVKxYMQ+rMj5uWwzx78gQM8katy3yNm/enOWye/fu4ccff8SmTZvQs2fPPKzKuK5evYpmzZrh0aNHcHV1le3z559/Yvjw4Xj+/HkeV2cczCRr/PdZHnMhIiIiKvh4KqoixsvL67XLLS0tMXToUNy/fz+PKjK+kJAQmJubo2zZsln2adCgAbRabR5WZVzMJGvly5eHEAIKhSLLPg0bNsSLFy/ysCrj47bFEP+ODDGTrHHbIu91ExtAxvtl1apVRWpiIzExEQCgUqmy7FOiRAlYW1vnVUlGx0yyxn+f5TEXIiIiooKPR2xQkafVatG4cWNoNBqMGzcOtWvXho2NDVJSUhAXF4fLly9jxYoVmDt3Lvr27WvscvMEMyH67/h3ZIiZEOWMrl274urVqxg2bJjs39HevXuxfv16tGzZ0til5hlmQkRERERUtHBigwhAamoqfvrpJxw+fBghISFIS0uDpaUlXF1dUbduXQwaNAiVKlUydpl5ipkQ/Xf8OzLETIhyxt69e7P8O+rWrRuKFStm7BLzHDMhIiIiIio6OLFBREREREREREREREQFhtLYBRAREREREREREREREWUXJzaIiIiIiIiIiIiIiKjA4MQGEREREREREREREREVGJzYICIiIiIiIiIiIiKiAoMTG0REREREREREREREVGBwYoOIiIiIiIiIiIiIiAoMTmwQEREREREREREREVGBwYkNIiIiIiIiIiIiIiIqMDixQUREREREREREREREBQYnNoiIiIiIiIiIiIiIqMDgxAYRERERERERERERERUYnNggIiIiIiIiIiIiIqICgxMbRERERERERERERERUYHBig4iIiIiIiIiIiIiICgxObBARERVxQghjl5BvxMbG4sWLF8Yug4iIiIioUOE+x7+4z0GUMzixQURERcqlS5fQuXNnJCQk6LWnpqbiww8/xJEjR/K0nh07dmDatGmIiYnJVn+tVqt30+l0ADJ2FF5dlt2dh3bt2uGrr7561yHg8ePHqFixIhYuXPjO63hZcnLyG/vodDqD8WZKT0/Xa09PT8/2c3/xxRf4+OOP36nuTCEhIVi6dCkiIyOz1d/X1xcnT57MVp0nTpxASEjIO9d28uRJvawyRUREoGLFinj06JHU9mq+r77nXpWYmKg35oCAANSrVw+XLl16Y10ajQY3btxAYmKi1Hbz5k2Eh4dne2znz59HfHx8tvsTERER5RbucxjiPse/iuo+R6YVK1bg3r1777z+l92+fRv169dHUFDQG/vGxsbin3/+yZHnpfyBExtERFSkuLq64u+//8akSZP02n///XdcvHgRVatWzdN67t+/j8WLF8PKyuqNfS9dugQTExO9W4cOHQAA+/btM1i2ePHiN67z9u3bOHr0KN577713HoNSqcSTJ0/0vpTOjr///htNmjQx+DJ61apV8PT0RGxsbJaP7dSpk8F4Mz+k1q1bV6/d1tY22zWZmZnB3Nw8W33bt2+P3r17G7QHBARgwoQJ2d7J+OWXX9CjRw/8888/+P3337Fz507s3LkTO3bswLlz5/T69u7dG2fPns3Wel+1adMm9OjRAw8ePDBYplKp8OTJE+n+P//8Y5Bv5u2zzz7Lchzly5eXdoKEELh69SpSU1PfWFt4eDhq166Nu3fvSm3NmjXDtm3bAAB79uzBtGnT9G5z587VW8eKFSvQpk2bbO+wExEREeUW7nPo4z6HvqK6zwEAx48fx7hx47L1vnnVq5NJWq0WZcqUwb1797Bx40apTaPRICEhweA1P3fuHNq2bYsTJ06809go/+HEBhFREabT6TBjxgw4OzvDzc0Ny5cvN+izY8cOVK5cGcWKFcNnn32GlJQUveW+vr5o0qQJbGxs0Lp1a4NfSrx48QJ9+/aFnZ0dPDw8cPr06beuAcj4RYqzszMCAgLeaozR0dEIDg5GREQEYmJiYG1tjXnz5qFp06aIiYlBTEwMoqOjsXDhQowZMwa2traIiYlBeHg4goOD9dal1WrRokULbNq0yeB53jTOrJibm6NkyZIwMTF5Y18zMzMAwJ07dxAfHw9vb2/pcWlpaVCpVIiPj0d8fDzKlCkDCwsLg3W8+iXzvHnz0LBhQwwaNEivXafTISUlJVs7DkplxscJlUolu1yn08l+ue3h4YHw8HAMHjxYr/3AgQOoUaMG7OzssnxOMzMzDBgwQBovAL0sZsyYgfj4eKxevVo2h6yYmJhI43kTc3Nz2R2SzDoyX6/XEUJg3759GDZsGIKDg7FixQr06tULS5YswapVq3Dy5Em9/lZWVtnaIX3VkSNHMHXqVJw8eRIeHh4GyzNfO7VaLY0NAIKCgvRu7dq1g6mpqexzrFu3Dp07d4abmxsAQKFQ6P1/prS0NL2jPjQajZT5y5mZmprC3NwcGo0GJ06cwI4dO2Bvbw97e3vcu3cPq1ev1lvvli1bUKlSJXTv3j3Lo0qIiIgo73Gfg/sc3OfQV1T3OVJTUzF27Fg4ODhg1qxZ0t/Gy7fo6Gg8f/4cT58+RVpamt7jPTw8DCaa7OzskJiYiFmzZkltpqamsLGxwaeffqr3+A4dOmDr1q3o2bOn3g+qqOBSG7sAIiIyntmzZ+O7777Dd999Bzc3N4wYMQJOTk7o06cPgIxfU/Tr1w+ff/45Pv74Y8yaNQsTJkzATz/9BCDjV9atW7dGzZo1sXPnTmzfvh0dO3bEtWvXpC9Iu3fvDn9/f2zatAl+fn74+OOPcfPmTbi7u2erBgCIi4tDjx49EBYW9tZjXLZsGebMmZOtvvfu3cO3334r3Xdzc5N2NIQQGDduHM6cOYMhQ4YYPPZN48yKTqeDtbV1turL/PBraWkJa2trmJqaSl8yJyQkoESJEtK6Xv0yOVNWvwzKqn+FChXw+PHjbNU3Z86cLLP28PDA7du39docHBzw22+/YfTo0UhKSoKlpSWePn0KHx8fg76vUiqVUKvVetm9nIWrqyusra2z/KB/9+5daDQag+XR0dFISkrC/fv39dq1Wi1SUlJQr149qU2lUsnukGTW8fKOY2xsLL744gssXrwY9vb2Uvvhw4fx5MkTDB48GDVq1ED16tVRvXp1HDhwAA4ODgCAAQMGICYmBgcPHoRSqcz2TlCmyMhIeHl54ZdffkHt2rX1lj1//hwApC8PXrx4AZVKJe0UlipVSq+/TqeT3fnbv38/rl+/juvXr0tHWWRq2rSpQf9Hjx6hYsWKAIA1a9Zg7NixAABPT0+9fqNGjcKDBw+gVqtRpkwZTJs2DQDw448/4vr163p91Wo1fv75ZzRp0gSLFi2S+hIREZFxcZ9DH/c5DHGfI0Nh3efING7cONy/fx8ODg6oU6cOgIyjMGJiYlCsWDEolUppgiotLQ1XrlzR2z9Qq9X49ttvMWrUKAAZE2ZlypSRJq20Wi3atWuHuXPnom7durJj+PjjjzF79mz069cPly9fzvJHW1QwcGKDiKiIiouLw3fffYe5c+dKXyrGxMRg7ty50gf8mTNnom3btvjxxx8BZHzgrFq1KmbPng0nJycsXboUCoUC+/fvh5WVFVq3bo2KFStiz5496NWrF44ePYqzZ8/i4sWLaNCgAYCMX1stXrwYK1euzFYNkZGR+PDDD7P1SxQ5EyZMwIQJE2BpaZmtXygBGTsU8fHxer8cGjhwIC5evCh98HvZm8YJAFFRUVAoFLCxsZF2wICMX6tbWloaPH9aWhri4+NhYWEh/Vomc0fgypUrCA4OxtOnT6W23bt3S8+d2ff69et4+vQpLCws4OjoCCDjl1cWFhZQKBTo1asXtFot9uzZI5vDq7+sf5PRo0djzJgxBu1y53FdsGABvvzyS+n+q78Iyjw8v0ePHti5c6fB4xUKBcLDw+Hj46PXdvnyZQQFBUlZKBQKxMbGwtfXF1ZWVqhQoQIUCgXGjBmDCxcu6L2vEhMTpXPBVq9eXW8HJrP91fMkZ8e5c+cwePBgBAUFoVmzZvjkk0+kZT/88AMAoEaNGgAyjpCws7PTe5+9zWHtcjJP0dS2bVuDZT179tQ79Lx+/foAgCVLluj1u3DhAiIiInDt2jV07NhRb1lqaiomTpyI3r17Y82aNVL706dP4enpib/++gvvv/++Xv/ixYtL90eOHIm+ffvC0dERly9flnbknJ2dMXfuXHh5eclOUsjtqJiYmGDz5s1o1KgRxo4d+06/NCMiIqKcw32OrHGfIwP3OQr/PgcArF+/HmvXrkX//v31fgh1+/Zt1KhRA9euXUO5cuVe+xxKpRLm5uZQKBQwNzfHrVu3IITQy/DSpUtQKBSws7PL8jof48ePx++//44//vgDAwYMePvBUv4hiIioSDp06JAAIIKDg6W2Fy9eCAAiJCRExMfHC6VSKbZu3ar3uBo1aohff/1VCCFEgwYNxPDhw/WWjx07Vnz22WdCCCGmTJkiKlasqLd8165donLlytmqQQghTp8+LcaNGycePnwoAAh/f/93Gu/nn38uRowYYXCLiorS6xcdHS0qVKgg/vnnH732Vq1aidDQUFG2bFmxceNGvWVvGqcQQgwbNkwAeOvbli1bpHXcuHFDABCVK1cWHh4ewtHRUfTo0UNMnz5dKJVK4ePjI/UdOXKkUCgUAoBYv369QR6//fabUKlU4vLly0IIIVavXi2mTJnydqH+P39/fwFAzJo1K9uP+f7770Xz5s1f22fYsGGiX79+ssu6du0q7O3thYeHh/Dw8BAAxKFDh4Srq6to06aN1O/OnTuiRIkSAoAoXbp0ls+VkpIinJ2dRfHixYWzs7OwtrYWCQkJr62vR48eomvXruLevXvi7t274saNG+LWrVvi+vXrAoA4ffq0GDRokFCpVGLAgAHiyZMneo8/ceKE9DpnmjlzprC2thY9evQQPXr0EHv37hUTJ04UgwcPFkIIUbZsWXHgwIHX1vUqNzc3g/dzpvj4eJGcnCyioqIEAPHw4UMRHx8vrl27pldXnTp1BABRsWJFERoaqreOkJAQ0aZNG3Hjxg299sz3xd9///3GGqOjowUA4enpKRo3biwaN24sTE1Nxbp164QQQnzxxRfC1tZWWla+fHlRtmzZLNfXsmVLsWnTpjc+LxEREeUu7nNwn4P7HP8qqvscW7duFUqlUnzwwQciOTlZb9mtW7ekv7n09HSRlpYm7aO8qkaNGmLFihXCzMwsW+/rtm3bZlnv5s2bRYsWLd5qjJT/8BobRERFVEhICBwcHKTz4QMZh+na2dnh8ePHeP78OXQ6HWrWrKn3uPLly+PRo0fSOt5lub+/P9LT099YA5BxGptly5Zl+5dPWdmwYQPUajXq1auHevXqwdXVFWvWrEFqaioOHDggHfZqbm6udxHlTMeOHYOzs7Psut80TgD45ptv8PTpUzx79gyhoaHSrWvXrjA3N4e/v79e+9OnT/H48WN07txZWmfmL5mOHDmC27dvS4fgDhw4EBs2bEDjxo2lvj/99BPS0tKQnJwMLy8vvdoCAwMxatQoTJo0Sfp1/JUrV3D06NG3jfWdZff1zKqfTqdDly5dcPv2bekQ8tKlS+N///sftm/fLvWrVq0aIiIikJKS8trD27ds2QKdToeePXvCw8MDlSpVwpYtW95Y38GDB/H++++jYcOGaNiwod7pDNq0aQMhBG7duoWtW7eifPny0rLExESMGjUKVapU0Vvfvn378NFHH6Fdu3a4fv06YmJisjxkPztevHiBiIgINGzYUHa5tbU1zM3NpZxNTExgbW0t3Q8ICEBAQAAWLVqEM2fO4NixY0hJSZF+/ZSSkoLY2FisXr0adnZ2Uv+AgADplArPnz/Xaw8ICICfn5/BubGBjF9y+fj4wMfHBy4uLlK7EAK1a9eWlk2YMOG1427atClu3rz59oERERFRjuI+B/c5uM/xr6K6z9GsWTNMmTIFu3btgoWFBVQqFdRqNdRqNWrVqgUg40gtlUolXR9D7uLiOp0OarUaL168gEajQYcOHTB16lQIIaSbSqXCyZMnodFosHfv3ixr5v5C4cBTURERFVHJycl6593MZG1tjYiICBQrVgwADPpkLs9qHdlZrtFoEBMT88YaAPnTzbwLCwsLtG7dGl27dgWQccjrrFmzpAsUZ17ALfOQ7VcvSve6Ot40zuLFi6NkyZIGjxNC4Nq1a0hJScGFCxfQr1+/144hq0O0Y2Nj8csvv+D33383qHPixIlo1aqVdP/mzZvo0aMHbG1t8emnn0pfPmu1WqSnp+ud3zctLQ3m5uZ6O4EA4Ofnp3cht5CQEAAZh/C/ep5YhUJh8EEagLQD9LoP/nFxcXqH0L8sqyz8/f3Rp08fg3OlOjs7Y/369bKPiY+Px7x58zBu3DjpfTdy5EjMnTsXAwYMgI2NTZY19u/f3+DCjjdu3ACQcRj0q9eMyPTgwQPEx8djxYoV6NGjBwDgr7/+gq+vL3755RfUrFkTM2fOhJubG27dupXl879JaGio7HsvK35+fti6dSuqV68OAKhUqZLBIdwWFhaIjo6GWq3GgwcP0LBhQ5iZmcnuDNnZ2WH48OEG7TqdDt27dzfILvNUWHL934aLiwvOnDnzVo8hIiKinMd9Du5zcJ8jQ1He5yhdujQWLFgAIQQA4MSJE2jRogWAf09F9eTJE5QrV066xobc30JaWhpMTU2lU4qlp6cjNTUVMTExev2EENLESVZcXFwQFRWF1NTUdz4FHRkfJzaIiIooMzMzgw/SQMaHwuTkZOkf91f7ZC7Pah3ZWQ5Aeo7X1ZCTVCoVJkyYgNmzZwP492LJSqUSCoXiP/1C5U3jzMrx48fx7NkzjBo1Ct988w169+4tm0emzF9iBQYGQqvVIioqCkDG+VADAwPh6OgondP0xo0b2L9/v3S+3UwhISF4/PgxlEolatasKdWZlpaG9PR0vPfeewAyPgympqaiZ8+eer9GAoCOHTsa7EwAwMqVKw2ez87OzuCDZubzXbp0CZUqVcpyvACkD+ByWcTHxxvspBQrVgzHjh3DtGnTpPfw0qVLs1wPAEyePBlCCPzvf//DV199BQAYNmwYVq5ciVGjRmXrV1RyXr6OxKvq1KmDBw8eICAgAEDGBQTHjBmDzp07Izg4GC4uLggNDUXZsmXf6bkzWVhYICoqCkIIg/e4TqfD3bt38c8//+D48eMAgL59+6J9+/Zo1KgRgIwdnyFDhiAwMBAqlQqDBg1CTEyMlK2np6f0t5QTXr7Gxsvn2NVqtXj69CkWLlwIIOOaH68TGRlpcB5pIiIiynvc5+A+B/c5MhTVfY6XZedvQKlUwsLCQnbZq5N7KSkpWLp0KZYuXarXLzU19Y01R0ZGQq1W/+ejtMi4eCoqIqIiqmTJktKvXl4WFRUFKysr6RcXmb+myfTixQvpFxIlS5Z8p+UApOd4XQ05bdy4cdi0aRM2bdqE+fPn59h63zROOUIIzJw5Ez169MDChQsRERGBZcuWvfZ54uPjAQAtWrRApUqVsGLFCgDAe++9h88//xxCCMyePRuzZ89GsWLF0KpVK4MPqW3btkVYWBjS09ORmJiIhIQEJCQkYNSoUahdu7Z0P/Oidr/99ptBHaampujSpYveIb9yty+++EL2InRpaWmYNm0ahBCIjY1Famoq7t27hy1bthisY/Xq1VlmsXv3blSqVElvR2X27NlwcHBA8+bNMXv2bAwZMgSxsbEGh8ZnyryI3bJly/ReK5VKhTVr1uD333/HuHHjpF8X5aSXL3KXlJQEFxcXfPrpp+jbty86duwIZ2dnVKxY8T89d9myZSGEkP2VWnJyMlq2bIkFCxZIpzy4dOkSNm/eDCcnJwBAq1atIITAnj17kJaWhkOHDuldiDBTSkqKtKPyplvmjlymiIgIaYc5ISEBMTExiImJgU6nQ3x8PCIjI5GUlITIyEjp7/fixYuvHffNmzelHWYiIiIyHu5zcJ+D+xxFe58DyPiMn5qaCp1Ol+2jo9LS0pCQkKBXV2xsLJydnREdHY2wsDDs3r0b0dHRBrdGjRpBo9G8dv03b95E5cqVc+xoLTIOvnpEREWUp6cnkpKScO3aNant3r17SEpKgqurK+zt7VGmTBn4+PhIyzMPY3Z1dZXW8fJyALh69are8kuXLul9qLh69SosLCxgb2//xhpyWuYh4Obm5gaHDf8XbxqnnB9++AG+vr6YN28ebGxssGzZMnz11Ve4evVqls8TFRUFtVoNrVYLIQRmzZolLfPy8sLdu3dx9uxZhIWFYdeuXbLXIVAqlShZsiSuXr2a5U5NZGQkfvzxRwCQ/UXN2/zSTO6D4u+//473338fAFC7dm1s3LgRlpaWmDhxot4vlXbs2IEaNWrI/lIrKioKs2fPlnZGMpmYmGDkyJH47rvvAGSc97d+/fpo0qSJwTo2bdqEESNGYMSIEWjfvr3Bh/k6depg9erV+PHHH9GpUyeEh4e/cbyhoaFv7CPHzc0NPj4+6NSpE65fv46goCC0bt0aCoUCGo3mrU/FlEmtVqNt27ayh8RbWVnh6tWrePLkCb7++mvZxyuVSkyePBmTJk3CwoULYWVlJZ1a4WXm5uYAgG+//RaPHj3K8ubm5mZwqHe3bt1Qs2ZN2NraomvXrihXrhzKlSuHmJgYTJs2DTNmzEBwcDAGDhyI+/fv4/79+5g+fXqWY46IiMD+/fvRsWPHt0iKiIiIcgP3ObjPwX2Oor3PkZKSAhsbG5ibm0OlUiE9PR0tW7aUfvRUo0YNAIC7u7vej6HMzMxgY2ODsLAwABnXC4mPj4eLiwtmzZoFd3d3lChRAm5ubtL+Q7ly5VCyZElUqFBB9giel61fvx6dOnV6p/FSPvJfrz5OREQFV506dUSvXr2k+yNGjBDFihUTGo1GCCHExIkTRYUKFURsbKwQQojffvtNABBXrlwRQgixf/9+YWJiIq5fvy6EEMLf31+YmZmJxYsXCyGEiIiIEKampmLlypVCCCFSU1NFzZo1RadOnbJdQyZ/f38BQPj7+7/TWIsXLy7c3NxElSpVRJUqVYS7u7sAIKKjo8Xhw4eFUqkUQgih0WgEAHH58mXZ9ZQtW1Zs3LhRry0743zZ9u3bhVKpFD/99JNe+8CBA4WTk5O4deuW7OO+/vpr4e7uLt2fNWuW6NGjh3T/22+/FRUqVBC9e/cW77//fpZZxMbGiipVqoiSJUuKkJAQIYQQ48ePF3Xr1hVCCLFy5UoBQEyaNEn28Z6enqJLly5Zrj/TF198IcqWLWvQPmjQIPHpp58KIYSoWrWq2LRpkxBCiJ07d4pKlSqJpKQkqa+Xl5dwcXERjx8/ltq0Wq0wMzMTmzdvltoASLnFxsYKZ2dn8cUXXwhTU1Nx+PBhg/EPHjxYABCdOnUS06ZNEwBkbx9++KHYtGmTMDMzE/b29sLHx0daT48ePcTgwYOFEEIEBQUJLy8v4ezsLK5fvy4AiKCgIL3nDQ0NFTqdTq/t1q1b4tWPY4GBgcLExET8+uuvQggh5s2bJ2bMmCGEyHj/HThwIIvE5Z09e1ZYW1uLBw8eZNknPj5e7+/r5brS0tLEe++9JwCIX375Jct1KBQKg7+NV5UtW1bMmzdPdtnKlStFfHy8EEKIBw8eiOPHjwshMv4mHRwc9P5eVqxYIfveEkKIIUOGiPbt27+2DiIiIso73OfgPgf3OYr2PkdsbKxISkoy+Ht7ubZX/+a0Wq1ISEiQxnL16lWhUChEcnKy1Mfb21u0aNFCpKenCyGEePTokbC1tRU7dux4ba0nT54UlpaWIiAg4K3GSPkPJzaIiIqwkydPCrVaLVq0aCHat28vAIgffvhBWh4WFiZcXFxE5cqVxcCBA4Wpqano3LmztFyn04mPPvpIFCtWTAwePFi4uLiI0qVLSzslQmR8QFKr1aJXr17C09NTqFQqcenSpWzXkCkndjL27Nkj3c/8ABUdHS2uXLkiBgwYILRa7TvtZGRnnEIIkZKSIry9vYVCoRDDhg0zWEdiYqKoW7eusLe3l/0g2aVLF9GtWzfp/qs7GampqaJkyZICgDh37pxs/cnJyaJVq1aiePHiejszL+9kZI4HgBg3bpzBOjw9PUXbtm1FUFDQa28jRoww2MlISUkRxYoVE3/++ae0rpe/LI+JiRFCCBEQECDWr18vEhISRKtWrUSDBg2kPpkf4n19faW2l3cyhBBi6dKlAoD46KOPDOq/d++ecHNzE3369BFpaWkiMjJS+Pn5iWfPnolhw4aJxo0bi9DQUBEQECCCg4OFEEJcuXJFDB8+XG8noWPHjqJdu3bi888/F2ZmZqJKlSpiy5YtWe5k9OnTR9SsWVOvTW4no2fPnsLV1VWkpqYa1P4uOxlCCDFs2DBRs2ZNERUVJbv81YmNzDEIIcSLFy9EtWrVhJmZmWjWrJkICwuTXYdSqczWxMbMmTMN2rdu3SqsrKzEhQsXhBBCrFmzRlhaWooLFy6InTt3CgDi6dOnUv+sJjZWr14tbG1t9XZKiYiIyLi4z8F9jkzc5yja+xxysprYeNUPP/wgatSoodeWkpIiatasKT777DPx7NkzUa1atSwnyjL5+fkJFxcX8d1332W7Rsq/OLFBRFTEnT9/XrRt21Y0aNBArF+/3mB5SEiIGDRokKhVq5aYOnWq3i9bhMj4MPHVV1+J2rVri379+ul9+Zhp06ZNolGjRuLDDz/U+/VJdmsQ4r/vZDg4OGS5k/Gyd93JECLrcSYmJoq1a9eKcuXKCYVCIaZPn27wK5pML168EHXr1hUAhJeXl/QhNz4+XlhaWoply5ZJfcePHy969uwphMj4Vb2Xl5ewsrISVatWFW5ubmLjxo16r1dCQoL46KOPhJ2dnbh69are8/bp00fUr19fry3zV0ULFy7Ua69evXqWvzZ69ebm5qb32K1btwp7e3vpA3T9+vXFzJkzDX69M2vWLGFmZiaioqJEeHi4uH37trRsxowZwtHRUWi1WiGEENHR0QKA1Of8+fPC0dFR1KlTR6hUKjFgwABx9+5dvfU/fvxY+mXPyz7//HPRtGlTg/ZXpaWlCXt7ewFAVKlSRWzdulVa3/379wUAsWzZMnHv3j1x79494ePjI2xsbET//v311nPz5k0BQHo/LFy4UADI8ldGzs7O0g7a20hOThatW7cW1apVE8+ePdNbFhQUJH7//XcBQERERAghhLh06ZKUac2aNUWrVq2En5+fqF27tnB2dhbr1683yC+77wlvb2+9x129elVYW1uLP/74Q6994MCBonfv3qJSpUri448/1lu2ZMkSUa5cOb22RYsWCQsLC3Hs2LG3zoeIiIhyF/c5ovX6cZ/jX9znyFph2ufIyo0bNwQA4efn99p+zZo1k50ACw4OFg4ODsLKykp07do1y/e8EBl/j87OztKRPFTwcWKDiIiKBCsrK2knY8eOHaJnz54CgHTqm8x2Ly8vvQ+sOSEgIECULFlSuLu7ixMnTryxf1JSkvDy8hIWFhbSzsBXX30l1Gq1CAkJEQ8fPhR169YVZmZmYtiwYeKnn34SFStWFE5OTuLy5csiISFBOuzZ1tZWbN++XQghxJMnT4SHh4c4f/689Fzr1q0TTk5OAoD4/PPPDWqZMWOGCA0N1WurUKGC6NSpk4iPj3/tbdy4ccLS0lLvsYmJieLMmTPS/bFjxwqVSmWwc2JjYyP7K7qIiAhhb28vRo0aJYTIOPTc3d1dqFQqcfjwYTFkyBChUqnEiBEjhFarFUeOHBFubm4CgGjevLlISUl5bfaffvrpaw+pf9n8+fPFihUrpJ2dTOnp6aJTp05CrVbrjalq1aoGRxJcvnxZABDJycnSe0/uA/vw4cNFs2bNBADpqIa3lZKSIubOnWvwRUHXrl2FjY2NmDBhgtR27tw5AUCMHj1aeHl5SYd8Jycni3HjxonKlSvrvS9SUlIEAPHdd98Jf3//LG9ubm7iiy++0Hv+2bNniylTphjUGx8fLz755BNhamoqbt68KbXPnTtXWFpaipYtW+r137FjxztnQ0RERJQTuM/BfQ7uc8jvc2Qls7ZHjx5l2efKlSsCgLh48aJISUkRAQEB4s8//5ReF3d3d9G+fXuhVqtF7dq1xejRo8Xy5cvFrl279P7GQkNDxeLFi187+UEFCyc2iIio0EtNTRUApJ2MrVu3itq1a4u5c+fq9Tt58qRo0KCB+OKLL2R/WfNfPHjwINsf7jIFBgZK/x0SEiJ+/vlnIUTG4fi9e/cWixYtEs+ePRONGjUSvXr1Es+fP9d7/Pnz50Xnzp1FYmKi1PbqB+IXL16I//3vf2Lnzp0iLS3tbYeV57Rardi5c6d07tbt27eLESNGiBMnToh9+/YJJycn6TyxmRISEsS8efPEihUr3rh+Ly8vUadOnVypXc758+cFABEXFydWr14tJk+eLPtBe968eaJ69epiwoQJOf7eTEpKyvLD/avvl0zv+l6JjY3VOy/um0RGRopdu3bptV28eFHMmzfP4P1OREREZEzc5+A+B/c53r22rK75IoQQT58+FbNmzRJCCDFhwgRhbm4uGjRoIMaNGyfOnj0rjSUsLExs2LBBDBkyRNSoUUOYmZnpTbBR4aMQQggQERFRgZWSkgJzc3Njl5EvMAsiIiIiopzHz9n/YhbGo9FoAAAmJiZv7Jueng6VSpXbJZERcWKDiIiIiIiIiIiIiIgKDKWxCyAiIiIiIiIiIiIiIsouTmwQEREREREREREREVGBwYkNIiIiIiIiIiIiIiIqMNTGLiC36HQ6PHv2DDY2NlAoFMYuh4iIiIiIiKjAEEIgPj4erq6uUCoLx28i+T0BERFR/vY2nz8K7cTGs2fPULp0aWOXQURERERERFRgBQUFoVSpUsYuI0fwewIiIqKCITufPwrtxIaNjQ2AjBBsbW2NXA0RERERERFRwREXF4fSpUtL+9Z5adOmTfDy8jJo37hxI9zd3TFy5EhERETgyy+/xMSJE7O9Xn5PQERElL+9zeePQjuxkXlYqa2tLT+wEBEREREREb0DY5yyqX///ujatat0PyEhAbVr10bVqlXRpk0bfPHFF+jXrx/69u2L2rVro2XLltlaL78nICIiKhiy8/mj0E5sEBEREREREVHBY2pqClNTU+n+qlWr0K1bN1y4cAGurq6YMWMGFAoFZs6ciZ9//jnbExtERERUeBSOK4AR5RP+/v7GLoGIiIiIiKjQSElJwbJly/Dll1/C19cXLVu2lH7F2aBBA1y9etXIFRZdycnJeP78ubHLICKiIooTG/RO8vMX+GvXrkWLFi2km6WlJYKCgtCsWTM0btwYM2fOzNZ65syZg3nz5kn3Fy1ahKZNm+L999/H2rVrAQDr1q1DzZo14evrizt37uDZs2e5MiYiIiIiIqKi6Ndff0XDhg1Rrlw5xMXFwd3dXVpma2v72n2w1NRUxMXF6d0Ks82bN2PYsGEAgO3bt6Nx48Zo2LAhpk+f/sbH3r59G7Vr15bua7VaeHl5oVWrVqhXrx527NgBABg+fDiaNWuG5ORk7N27F1ZWVrkzGCIiojfgxEYBllNf4Kenp6Nx48Y4ffo0APkPQAXpC/zPPvsMp0+fxunTp7FgwQJ0794dkyZNwpAhQ3Du3DkEBATgwoULr13HhQsXcPjwYXh7ewMAzp49i2PHjuHs2bM4ffo0Fi1ahMDAQOzZswfffPMNjh49inPnzqFx48Z5MUQiIiIiIqIiYfXq1Rg5ciQAQK1Ww8zMTFpmbm6OpKSkLB+7YMEC2NnZSbfSpUvner3G4ufnh8WLF2PJkiUAgOnTp+PUqVO4ePEiTpw4gfv372f5WB8fH0ydOhXR0dFS219//YVq1arh5MmT+P333/Hll18CAAIDA9G4cWP4+voiKSnJKBeXJyIiAjixUaDlxBf4ALBw4UJcv35dui/3AaigfoHv7e2NhQsXLdvu0gAAZl5JREFU4sSJE+jXrx8AoFOnTjh27FiWj0lMTMTAgQNRq1YtbNy4EUlJSbhz5w7ef/99KBQKmJubo2TJkoiNjYVarUZycjJCQ0NRqlSpvBoWERERERFRoff48WM8fvwYH330EQDAwcEBERER0vL4+Hi9a3G8ytvbG7GxsdItKCgo12s2Bp1Oh4EDB8LDwwO//PILXrx4ARsbG9y5cwdPnz5FfHw8XF1ds3x82bJlsX//fr22jz/+GJMnTwYAPH/+XHq8EAJarRaHDx9Gp06dcm9QREREb8CJjULiXb7AB4Br167h2LFj6NGjh9Qm9wGoIH6Bf/ToUbz33nsoVaoUzM3NYWFhAQCwt7d/7REnixcvRq1atTB37lyUKFECHTp0QPv27XHw4EGcPHkSy5cvR3JyMmrWrAkvLy/88MMPMDMzw+nTpzF48OC8Gh4REREREVGhtmPHDnTq1AkmJiYAgPr16+v9eO/69etwc3PL8vFmZmawtbXVuxVGW7ZsAQD88MMP8PT0RIsWLTBw4EBs3rwZq1atQvv27V97ZEXp0qWhUqlkl6WmpmLixIn4+uuvAQANGzbEw4cPYW9vDy8vLyxfvjznB0RERJQNnNgoBN71C/yUlBSMHj0aGzdu1PsQ88knnxh8ACqIX+AvX74cn3/+OYCMQ5YzabVaCCGyfNzly5cxZswYODo6olu3brh37x5cXFxw9OhRxMbGYt68efj+++8BAN26dcNff/2F2rVr4/r160hJSUFUVFTuDoyoEAsICDB2CURERESUTxw+fBgtWrSQ7nfu3Bnnzp3D8ePH8X/t3Xl4THf///FXFkkE2ZVQraWttUE1bZBYWkoRrd5VS3WxtNyqi5JW7m91F+qrFLdSa7Q3VVpFF1vtfLUV1ZTE0hJbLY3STIiMLOf3h5+5xZxoFXNmkufjuua6zDkz4z2vmTmTOe9zPp+8vDyNHj1a7dq1s65AN7FlyxY99dRTqlKliuLi4nTs2DFt2rRJ7733nkaNGiUfHx999tlnf+ux+/fvr65du6pFixaSpBEjRmjw4MGqVKmSoqKinM70AADAVWhslAB/dwf+yy+/rIEDBxaZfG3v3r3asGGD0x9AnrYD//jx4zp48KAaNmwoSapXr562bt0qSdq0aVOR53ypevXqKT09XZKUnp6usmXLyt/fXxERETpz5ozat2+ve+65x3H7xYsX68EHH5SXl5d8fX1VUFBwHZ+ZZzlx4oROnz5tdRn4my6efPDDDz9UXFycmjZtqjfffPNP7/vrr7+qevXqRZb16NFDzZs3V6tWrRynrQ8fPlzR0dE6evSoVqxYcc2fAwAAADzT2bNn9d1336lZs2aOZRERERo3bpw6dOigSpUqaffu3X9pYuyS7uLfsMePH5dhGNq2bZtycnJ0+vRpffvtt/L2vvLdP0OGDFFwcLCGDh1aZPmePXtUq1Yt+fr6ysvL65o8BwDXz9mzZ3Xs2DGrywCuOcsbG8nJyfLy8nK6JCcna926dapbt64iIiI0duxYq0t1S1ezA//LL7/UjBkz1KpVKy1btkwvvPCCjhw5ol27dpn+AeRJO/C/+uortW7d2nE9ISFBjz/+uF566SV9+OGH6tWrlySpe/fuThv3hIQELVu2TM2aNdPDDz+sKVOmSJJsNpveeeedIu/FwsJClSlTRn5+foqMjNSJEycUERHhgmf491y8o9pskvjirFmzRrGxsWrWrJn69u2rwsLCIuvatWsnwzBkGIbi4+PVuXNnSdKiRYsUGBh4/Z4QrpuLJx/cu3evxowZo1WrVmnTpk1asWKFNmzYUOx9d+/erSeeeEI2m63I8l27dmnjxo1au3atvvzyS0nSt99+q379+mnjxo3av3+/UzMEAAAApVPZsmVlt9tVp06dIssHDBig3bt3a86cOfrpp59UqVIliyp0H71799bRo0fVrFkztWjRQu+++666du2q6tWrq0qVKqpSpYri4+N17Ngxde/e/S895sqVKzVu3DilpKQoNjZWsbGxKigo0J49e9SoUSM1aNBAK1asUHR09HV+dkDJc/G+Gel84+HOO+/Unj17Lnu/5cuXq1atWmrVqpVatWqljRs3Otbt3LlT0dHRstvtkqR+/fqpRYsWOnv2rBYtWqRy5cpdnycDWMj3z29yffXs2VMPPvig4/rp06fVuHFj1a1bV/fdd5+GDBmiHj16qHv37mrcuHGRndUofgd+x44d9fHHHzvGH+3evbvee+89Va5c2XHbvXv3Ov795JNP6sknn1RcXJw6deqk6tWrKzc3V506dVJ8fLzTDvxjx4659Q78Pn36FLneunVrLVmyRJs3b9bgwYMVGRkp6fzO/UtVrFhRX3zxhdPyoKAgbd++vcgyb29v9ezZU9L5LyZ3dmFH9aZNmySdnyQ+PT1dfn5+atq0qXr16uX0o+GChIQEff3117rhhhvUvXt3rVixQu3bt9epU6c0aNAgLV26VF5eXvrtt98UFBSkwsJC7d27VxUqVPhbRwbBWpdOPhgaGqqGDRs6Jma86aabdOrUqWLvHxwcrC+//LLI+2nv3r3at2+fWrRoIbvdrmeeeUZPPPGEDMNQXl6efvjhB3Xr1u26PzcAAAB4vho1alz2IL7SpmzZsvrPf/7jtHz06NFFrleuXNn0N/AFFw8L27Zt2yIHtF1w2223Of79/fff/41qgdLt0n0z0vmzox577LEiny8zGzZs0Pjx4x0jIFxw7tw5PfHEE5oyZYr8/f0lSQcOHFDz5s2VmpqqnJycy86zA89z9uxZZWVlFdnPWxp5GZcbq8gCSUlJ2r9/v+rVq6cPPvhA6enp8vLy0uLFi7VgwQLTL2szNptNwcHBysrKKrEThBVn79692rx5s+69917HDnxP9nFqltUlXFc9GgZf9/+jsLBQsbGxuummmxQbG6sePXqoTZs2mjlzpsLDw9WhQwf93//9X7GflU6dOumf//yn7r77bnXo0EEff/yxatWqpW7duikrK0vt2rXTww8/rHLlyumf//ynCgsL1bx5c/3zn/90fKniv9z9C2j27Nn64IMP9Omnn2rv3r16/PHHVb58eSUlJSkrK0vDhw/Xzp07FRAQcNnHqV69uuPH0eHDh7V37161bNlSJ0+e1B133KG0tDTNnj1bCxYsUPv27ZWenq7IyEiNGjXKBc8SAAAAl1MSf1Nfz+f08bbD1/Tx8Nf0aHyj1SUAf5nZvpnvv/9ejz32mBISEhQdHV1k6PNLxcXFKTc3V76+vqpZs6Zmzpwpf39/vfzyy1qzZo0eeeQRderUSXXq1FGbNm3UuHFjx34azm67vmbPnq3169drxowZks7v94mLi9PcuXMv27DKzMzUP/7xDxUUFOjee+8tMvT322+/rfz8fL3++uuSzp+Fs2fPHi1fvlyLFi1Sp06dSmTD6kq+qy0/Y+Niubm5Gj9+vL777ju98cYbat26tWO8xrvuukvDhg2zuMLrK/WY/do8ULkbdXubrvpN0m/X6jGvgYaV2cFtlY8++kiSNHbsWO3du1etWrXSk08+qdmzZysgIMAxSXxxHn/8cS1cuFBbtmxRVFSUbrzxRq1bt05bt27V8uXLlZOTo/bt22vDhg0qV66c8vPzVVBQoLZt2+q5557Tww8/7Kqn+rdc/AU0b948TZw4Ufn5+Wrbtq3efvvty953x44deuyxx7Rt2zZJ5+e2eeqpp3TgwAHZbDa99NJLeuSRR0y/gNzVxZMPVqlSRRUrVtS0adN06NAhjRgxQq+++uqfNjUuFRkZqRtuuEGSFBYWptDQUB04cEADBw5U27ZtlZqaqh9//FEpKSnX4ykBAAAAAP6CjIwMzoi6Tsz2zZw+fVoTJkzQfffdpxdeeEEHDx7Uk08+aXr/Z599Vl26dFGZMmXUp08fzZs3T7GxsUpOTtby5csVFBSkrl27as6cObr77ru1Y8cOtW7dWr1791b79u313HPPufDZlh5XcxbOoEGD9OSTT6pPnz56/PHHtXnzZjVt2lQJCQnatGmT7rvvPsdtOQvHmVuNETN37lzdfffdql69umw2W5ENaVBQkI4cOVLsfe12u2w2W5ELgPMu3lEdFxenY8eOadOmTU6TxJs5c+aMxo8frxkzZuj111/XnXfeqYkTJ2rLli169NFHVatWLd1+++2qX7++UlJSNHPmTMXHxys4OFhdunTRhx9+6OJne2UunktCOj9E15o1a/Tdd99p1apV2rVrV7H33bhxo15++eUiwzItXbpU9erV0+rVq/XJJ5/oX//6lyTP+gK6dPLBgwcP6pZbblFISIgqVqxY7B9ZlzNlyhTHmRhpaWk6evSoYxu/Zs0atWjRQj4+Pkw+aCIjI8PqEgAAAABY4OK5GD744APVr1/fMb/CL7/8Uuz9du/erapVqzpu++mnn0o6Pxdr48aN1axZMy1ZskSSNG3aNEVFRSk1NVVpaWmX3feGq3PpvpkzZ84oNzdXPXv2VEREhHr27KkVK1YUe//4+HiVKVNGktSwYUOlpaVp27Ztat++vRo1aqSaNWvq3nvv1fr16zVixAgNHjxYlSpVUlRUlOP1xrV16VDev//+u5YuXar58+crNzdXq1evvuz9V61apR49ekg6P1rKypUrJUkDBw7U008/XeS2hmEoPz9fy5Ytc+uDZV3JrRobU6ZM0YABAyRJvr6+RYawCQgIUE5OTrH3HTlypIKDgx2XatWqXfd6AU9x6Y5qwzC0bds200niL3VhgrgTJ07Ibrdrw4YN8vb2Vr169bRz505JUk5Ojn744QfVqlVLhmE4Thfz9/d360nmzb6AKlSooLS0NB08eFDZ2dmqUqVKsfe/+eabnf44iI+PV0JCgiTp2LFjjvt70hfQpZMPvvPOO/L399eLL76oqVOnFmk+tGrV6i89Zp8+ffTjjz+qfv36jiNLypYtq6ysLEVGRqpixYrKzMx0++HzLvywOHfunONHQqtWrVSvXj3179+/2PsV98MiMTFRTZo0cSw/ffo0PywAwEIXjy8PAICVLj0Ib8OGDfrkk0+0du1arV27Vrfcckux992wYYMSExMdt3344YeVl5enXr16ad68eVqzZo3eeustnT17Vp9//rmSkpK0YsUKbdq0Sc2bN3fVUyx1Lt03k5OTo4CAAB0/flzS+detuNf1jz/+UNOmTZWbm6tz587p888/1x133KF69eppz549KigoUH5+vjZv3ux4jD179qhWrVry9fXlIMLr5OKzcBo2bKhWrVpp4MCBmjBhgvr27auZM2cqOTm52PsHBASobNmykqSQkBDH73+zs6buvvtu7dmzRyEhIerdu7cmTJhw7Z+Qh3Gboah++eUX/fLLL2rbtq2k80OVZGZmOtZnZ2c7Jq41k5iYqBdffNFx3Waz0dwA/r/evXvrqaeeUrNmzfT777/r3XffVVpamtMk8ceOHdMLL7xQZEK5oKAg/c///I8aNmyoP/74Q3Fxcerbt6+CgoK0fPlyxcTE6NSpU+rXr59q1aqltWvXqn379pKk++67T88++6xVT/tPXe0QXZfbxtjtdr344ov63//9X0nyqNNAi5t80GxywLVr1xb7OBfvHCpbtqwWLlzodJvg4GDFx8dLkpYvX37lxbrQxaeX+vn5FXnu8fHxev7554u974UfFoMGDSqyfPPmzVq1apVCQkIcyy7+YREcHOx0lAYAlBYXhoqcPHlykdPwf/vtN8XFxemDDz4wvV9aWpr69++vwMBA2e12ffzxx44DDX777Te1bdtWq1atUkREhIYPH65ly5ZpyZIl2r59+58OFwAAgCtcehBejx49tGHDBu3fv195eXmKiYnR+PHji73/unXrlJqaqnnz5ikkJEQffvihDh48qKpVq6p27dqSpOjoaG3ZskW+vr46e/asjh49qvr167vqKZZKl+6beeedd1SxYkU98MADys/PV0hIiBYsWGC6byYkJETPPPOMoqKiFBAQoAceeEDdu3eXJHXu3FnNmjVTdna22rRpo9atW2vPnj1q1KiRGjRooEGDBqlNmzZWPe0S7dKhvC8+C0eSevbsqf/85z/Fjnzh6/vfXfP5+fm63FTYI0aM0Nq1a3X06FHHWTjuul/JVdymsTF//nx16tTJcUpVdHS05s6d61i/bds2Va1atdj7+/v7M0kxUIzidlSPHj26yPXKlSsX+eK84IUXXtALL7zgtNzsD6mLj+C/cCSCu7r0C+jCEF0XdsAPGzZMn3322d+aI6R///7q2rWrWrRoIYkvIE9n9sMiPDxc0vmGzE033aR69eoVe3+zHxZly5bVtm3bFB8fr9zcXP3jH//QsGHD+GHxFzH2L1CyXU0z+d1331VycrJuueUWDR8+XDNnztQrr7wi6fwZhG+++aYiIiIkSd9++6369eunjRs36tSpU0UaKAAAWOXSg/BiY2M1evRodevWTYZhqG3btlq3bp1atmxpev+uXbvq/fffV4UKFfTmm29q4sSJuueee3TTTTc5bnPh6PDevXtr9OjRatWqldauXatPPvlEs2fPdsnzLG2K2zfToUMHp2Vm+2aeeuopPfXUU07LExMTlZiYWGTZxQdrmB2kiGvD7CycsmXL6vjx46pUqdJlz8K5cP+tW7eqSZMm2rRp05/+xr3QsEpLS+MsHLlRY2PZsmVFuledO3fWM888o2+++UYtW7bU6NGj1a5dO+sKBFDiXG6IrsLCQn377be66667rvhxhwwZouDgYA0dOrTIcqu+gFKP2V32f1mhYeXr39Q2O7vnxx9/lI+Pj0aOHPmnc8mY/bB4/vnnNXfuXHXs2FF2u11NmjRRt27dPPKHxd89qvpCQ+ePP/5QgwYNNGXKFHl5eWnTpk0aNGiQypYtq2HDhqlz586aNm2aJk6cqI8++ki+vr76448/aGwAJdTVNpNnzpzp+PexY8fUtGlTSdLkyZO1a9cu7dmzR1u2bFF0dLQMw1BeXp5++OEHdevW7fo+MQ919uxZZWVlqXLlylaXAgClxqUH4VWoUEF16tSRJHl5een2229XWlpasY2Ntm3bOoa3adiwoebMmaMHH3xQZ86ccdzmwtHhXbp0UevWrbVixQpNmzZNYWFhOnnypMLCwq7/E7XAx9sOW11CqdSj8Y1Wl3BdXM1ZOJKUkJCgxx9/XB07dtTHH3+szZs3F/t/cRaOM7dobJw9e1bfffedpk6d6lgWERGhcePGqUOHDipfvrxCQkIuOyYZUNoM/uq41SVcN+M6VnLJ/3M1Q3QVZ+XKlRo3bpyaNm2q2NhYSeeP1t+7dy9fQB7s0h8WZcuW1d69e2Wz2RQaGlrkyCczZj8sgoODde+990o6f9bhrbfeqp07d3rcD4urOar6tddeU5MmTfTmm2/q1Vdf1bx58/Twww+rV69eWrZsmapXr67Y2Fi1bduWIbq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      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# ===== 可调参数 =====\n",
    "stock_code = \"000001\"      # 股票代码\n",
    "YEARS = 4                  # 年限\n",
    "TOP_N_HOLDERS = 10         # 前 N 大股东，可改成 20 或其他\n",
    "MIN_HEIGHT_RATIO = 1/4\n",
    "Y_MARGIN_RATIO = 0.01\n",
    "TEXT_OFFSET_TOP = 0.002\n",
    "TEXT_OFFSET_BOTTOM = 0.001\n",
    "\n",
    "# 获取十大股东持股数据\n",
    "df = ak.stock_circulate_stock_holder(symbol=stock_code)\n",
    "df['截止日期'] = pd.to_datetime(df['截止日期'])\n",
    "df['持股数量'] = df['持股数量'].astype(float)\n",
    "\n",
    "current_year = pd.Timestamp.today().year\n",
    "start_year = current_year - YEARS + 1\n",
    "df = df[df['截止日期'].dt.year >= start_year]\n",
    "\n",
    "# 获取总股本数据\n",
    "stock_value_df = ak.stock_value_em(symbol=stock_code)\n",
    "stock_value_df['数据日期'] = pd.to_datetime(stock_value_df['数据日期'])\n",
    "stock_value_df['总股本'] = stock_value_df['总股本'].astype(float)  # 直接使用总股本字段\n",
    "\n",
    "# 计算每个报告期匹配的总股本（取最近的一条数据日期 <= 截止日期）\n",
    "total_shares_dict = {}\n",
    "for report_date in df['截止日期'].unique():\n",
    "    mask = stock_value_df['数据日期'] <= report_date\n",
    "    if mask.any():\n",
    "        latest_row = stock_value_df.loc[mask].sort_values('数据日期').iloc[-1]\n",
    "        total_shares_dict[report_date] = latest_row['总股本']\n",
    "    else:\n",
    "        total_shares_dict[report_date] = np.nan\n",
    "\n",
    "# 前 N 股东\n",
    "df_topN = df.groupby('截止日期', group_keys=False).apply(lambda x: x.nlargest(TOP_N_HOLDERS, '持股数量'))\n",
    "\n",
    "# 报告期总持股 & 占比\n",
    "report_data = df_topN.groupby('截止日期')['持股数量'].sum().reset_index().sort_values('截止日期')\n",
    "report_data['季度'] = report_data['截止日期'].dt.quarter\n",
    "report_data['总股本'] = report_data['截止日期'].map(total_shares_dict)\n",
    "report_data['持股比例%'] = report_data['持股数量'] / report_data['总股本'] * 100\n",
    "report_data['环比增长%'] = report_data['持股数量'].pct_change().fillna(0) * 100\n",
    "report_data['比例环比%'] = report_data['持股比例%'].pct_change().fillna(0) * 100\n",
    "\n",
    "# 年度最后一期 & 占比\n",
    "annual_data = report_data.groupby(report_data['截止日期'].dt.year).tail(1).copy()\n",
    "annual_data['年度'] = annual_data['截止日期'].dt.year\n",
    "annual_data['年度环比%'] = annual_data['持股数量'].pct_change().fillna(0) * 100\n",
    "annual_data['年度比例环比%'] = annual_data['持股比例%'].pct_change().fillna(0) * 100\n",
    "\n",
    "# 固定比例高度\n",
    "all_values = np.concatenate([report_data['持股数量'].values, annual_data['持股数量'].values])\n",
    "min_val, max_val = all_values.min(), all_values.max()\n",
    "\n",
    "def scale_height_fixed_min(values, min_val, max_val, min_ratio=MIN_HEIGHT_RATIO):\n",
    "    heights = (values - min_val) / (max_val - min_val)\n",
    "    heights = heights * (1 - min_ratio) + min_ratio\n",
    "    heights = heights * (max_val - min_val) + min_val\n",
    "    return heights\n",
    "\n",
    "report_data['绘图高度'] = scale_height_fixed_min(report_data['持股数量'], min_val, max_val)\n",
    "annual_data['绘图高度'] = scale_height_fixed_min(annual_data['持股数量'], min_val, max_val)\n",
    "\n",
    "# 颜色\n",
    "quarter_colors = {1: '#D0E7F8', 2: '#A6D0F0', 3: '#70B4E8', 4: \"#64B7FC\"}\n",
    "report_colors = report_data['季度'].map(quarter_colors)\n",
    "annual_color = '#A6CEE3'\n",
    "\n",
    "# Y轴起点\n",
    "y_min_axis = min_val * (1 - Y_MARGIN_RATIO)\n",
    "\n",
    "# 数字格式化\n",
    "def format_number(val):\n",
    "    if val >= 1e8:\n",
    "        return f\"{val/1e8:.2f}亿\"\n",
    "    elif val >= 1e4:\n",
    "        return f\"{val/1e4:.2f}万\"\n",
    "    else:\n",
    "        return f\"{val:.0f}\"\n",
    "\n",
    "def get_color(pct):\n",
    "    if pct > 0:\n",
    "        return 'red'\n",
    "    elif pct < 0:\n",
    "        return \"#059605b3\"\n",
    "    else:\n",
    "        return 'gray'\n",
    "\n",
    "# 绘图\n",
    "fig, axes = plt.subplots(2, 2, figsize=(16,8), gridspec_kw={'width_ratios':[2,1], 'height_ratios':[1,1]})\n",
    "\n",
    "# 1. 报告期持股数量\n",
    "axes[0,0].bar(report_data['截止日期'].astype(str), report_data['绘图高度'], color=report_colors)\n",
    "axes[0,0].set_title(f\"{stock_code} 前{TOP_N_HOLDERS}大股东总持股数量（报告期）\")\n",
    "axes[0,0].tick_params(axis='x', rotation=-90, labelsize=10)\n",
    "axes[0,0].set_ylim(bottom=y_min_axis)\n",
    "for idx, row in report_data.iterrows():\n",
    "    x = row['截止日期'].strftime('%Y-%m-%d')\n",
    "    y = row['绘图高度']\n",
    "    axes[0,0].text(x, y + max_val*TEXT_OFFSET_TOP, format_number(row['持股数量']), ha='center', va='bottom', fontsize=8)\n",
    "    axes[0,0].text(x, y - max_val*TEXT_OFFSET_BOTTOM, f\"{row['环比增长%']:+.2f}%\", ha='center', va='top', fontsize=8, color=get_color(row['环比增长%']))\n",
    "\n",
    "# 2. 年度持股数量\n",
    "axes[0,1].bar(annual_data['年度'].astype(str), annual_data['绘图高度'], color=annual_color)\n",
    "axes[0,1].set_title(f\"{stock_code} 前{TOP_N_HOLDERS}大股东总持股数量（年度）\")\n",
    "axes[0,1].set_ylim(bottom=y_min_axis)\n",
    "for idx, row in annual_data.iterrows():\n",
    "    x = str(row['年度'])\n",
    "    y = row['绘图高度']\n",
    "    axes[0,1].text(x, y + max_val*TEXT_OFFSET_TOP, format_number(row['持股数量']), ha='center', va='bottom', fontsize=8)\n",
    "    axes[0,1].text(x, y - max_val*TEXT_OFFSET_BOTTOM, f\"{row['年度环比%']:+.2f}%\", ha='center', va='top', fontsize=8, color=get_color(row['年度环比%']))\n",
    "\n",
    "# 3. 报告期占比\n",
    "axes[1,0].bar(report_data['截止日期'].astype(str), report_data['持股比例%'], color=report_colors)\n",
    "axes[1,0].set_title(f\"{stock_code} 前{TOP_N_HOLDERS}大股东占总股本比例（报告期）\")\n",
    "axes[1,0].tick_params(axis='x', rotation=-90, labelsize=10)\n",
    "for idx, row in report_data.iterrows():\n",
    "    x = row['截止日期'].strftime('%Y-%m-%d')\n",
    "    axes[1,0].text(x, row['持股比例%'] + 0.1, f\"{row['持股比例%']:.2f}%\", ha='center', va='bottom', fontsize=8)\n",
    "\n",
    "# 4. 年度占比\n",
    "axes[1,1].bar(annual_data['年度'].astype(str), annual_data['持股比例%'], color=annual_color)\n",
    "axes[1,1].set_title(f\"{stock_code} 前{TOP_N_HOLDERS}大股东占总股本比例（年度）\")\n",
    "for idx, row in annual_data.iterrows():\n",
    "    x = str(row['年度'])\n",
    "    axes[1,1].text(x, row['持股比例%'] + 0.1, f\"{row['持股比例%']:.2f}%\", ha='center', va='bottom', fontsize=8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
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